{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plotting utilities"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot forecasting residuals\n",
    "\n",
    "Analyzing the residuals (errors) of predictions is useful to understand the behavior of a forecaster. The function `skforecast.plot.plot_residuals` creates 3 plots:\n",
    "\n",
    "+ A time-ordered plot of residual values\n",
    "\n",
    "+ A distribution plot that showcases the distribution of residuals\n",
    "\n",
    "+ A plot showcasing the autocorrelation of residuals\n",
    "\n",
    "By examining the residual values over time, you can determine whether there is a pattern in the errors made by the forecast model. The distribution plot helps you understand whether the residuals are normally distributed, and the autocorrelation plot helps you identify whether there are any dependencies or relationships between the residuals."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Libraries\n",
    "# ==============================================================================\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.linear_model import Ridge\n",
    "from skforecast.datasets import fetch_dataset\n",
    "from skforecast.recursive import ForecasterRecursive\n",
    "from skforecast.model_selection import TimeSeriesFold\n",
    "from skforecast.model_selection import backtesting_forecaster\n",
    "from skforecast.plot import plot_residuals\n",
    "from skforecast.plot import calculate_lag_autocorrelation\n",
    "from skforecast.plot import set_dark_theme"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">╭────────────────────────────────────── <span style=\"font-weight: bold\">h2o</span> ───────────────────────────────────────╮\n",
       "│ <span style=\"font-weight: bold\">Description:</span>                                                                     │\n",
       "│ Monthly expenditure ($AUD) on corticosteroid drugs that the Australian health    │\n",
       "│ system had between 1991 and 2008.                                                │\n",
       "│                                                                                  │\n",
       "│ <span style=\"font-weight: bold\">Source:</span>                                                                          │\n",
       "│ Hyndman R (2023). fpp3: Data for Forecasting: Principles and Practice(3rd        │\n",
       "│ Edition). http://pkg.robjhyndman.com/fpp3package/,https://github.com/robjhyndman │\n",
       "│ /fpp3package, http://OTexts.com/fpp3.                                            │\n",
       "│                                                                                  │\n",
       "│ <span style=\"font-weight: bold\">URL:</span>                                                                             │\n",
       "│ https://raw.githubusercontent.com/skforecast/skforecast-                         │\n",
       "│ datasets/main/data/h2o.csv                                                       │\n",
       "│                                                                                  │\n",
       "│ <span style=\"font-weight: bold\">Shape:</span> 204 rows x 2 columns                                                      │\n",
       "╰──────────────────────────────────────────────────────────────────────────────────╯\n",
       "</pre>\n"
      ],
      "text/plain": [
       "╭────────────────────────────────────── \u001b[1mh2o\u001b[0m ───────────────────────────────────────╮\n",
       "│ \u001b[1mDescription:\u001b[0m                                                                     │\n",
       "│ Monthly expenditure ($AUD) on corticosteroid drugs that the Australian health    │\n",
       "│ system had between 1991 and 2008.                                                │\n",
       "│                                                                                  │\n",
       "│ \u001b[1mSource:\u001b[0m                                                                          │\n",
       "│ Hyndman R (2023). fpp3: Data for Forecasting: Principles and Practice(3rd        │\n",
       "│ Edition). http://pkg.robjhyndman.com/fpp3package/,https://github.com/robjhyndman │\n",
       "│ /fpp3package, http://OTexts.com/fpp3.                                            │\n",
       "│                                                                                  │\n",
       "│ \u001b[1mURL:\u001b[0m                                                                             │\n",
       "│ https://raw.githubusercontent.com/skforecast/skforecast-                         │\n",
       "│ datasets/main/data/h2o.csv                                                       │\n",
       "│                                                                                  │\n",
       "│ \u001b[1mShape:\u001b[0m 204 rows x 2 columns                                                      │\n",
       "╰──────────────────────────────────────────────────────────────────────────────────╯\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 700x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Download data\n",
    "# ==============================================================================\n",
    "data = fetch_dataset(\n",
    "    name=\"h2o\", raw=True, kwargs_read_csv={\"names\": [\"y\", \"date\"], \"header\": 0}\n",
    ")\n",
    "\n",
    "# Data preprocessing\n",
    "# ==============================================================================\n",
    "data['date'] = pd.to_datetime(data['date'], format='%Y-%m-%d')\n",
    "data = data.set_index('date')\n",
    "data = data.asfreq('MS')\n",
    "\n",
    "# Plot data\n",
    "# ==============================================================================\n",
    "set_dark_theme()\n",
    "fig, ax = plt.subplots(figsize=(7, 3))\n",
    "data.plot(ax=ax);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Information of folds\n",
      "--------------------\n",
      "Number of observations used for initial training: 96\n",
      "Number of observations used for backtesting: 108\n",
      "    Number of folds: 3\n",
      "    Number skipped folds: 0 \n",
      "    Number of steps per fold: 36\n",
      "    Number of steps to exclude between last observed data (last window) and predictions (gap): 0\n",
      "\n",
      "Fold: 0\n",
      "    Training:   1991-07-01 00:00:00 -- 1999-06-01 00:00:00  (n=96)\n",
      "    Validation: 1999-07-01 00:00:00 -- 2002-06-01 00:00:00  (n=36)\n",
      "Fold: 1\n",
      "    Training:   No training in this fold\n",
      "    Validation: 2002-07-01 00:00:00 -- 2005-06-01 00:00:00  (n=36)\n",
      "Fold: 2\n",
      "    Training:   No training in this fold\n",
      "    Validation: 2005-07-01 00:00:00 -- 2008-06-01 00:00:00  (n=36)\n",
      "\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "bbf5a3bcba58411bb289a3537462dc52",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/3 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>fold</th>\n",
       "      <th>pred</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1999-07-01</th>\n",
       "      <td>0</td>\n",
       "      <td>0.667651</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999-08-01</th>\n",
       "      <td>0</td>\n",
       "      <td>0.655759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999-09-01</th>\n",
       "      <td>0</td>\n",
       "      <td>0.652177</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999-10-01</th>\n",
       "      <td>0</td>\n",
       "      <td>0.641377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999-11-01</th>\n",
       "      <td>0</td>\n",
       "      <td>0.635245</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            fold      pred\n",
       "1999-07-01     0  0.667651\n",
       "1999-08-01     0  0.655759\n",
       "1999-09-01     0  0.652177\n",
       "1999-10-01     0  0.641377\n",
       "1999-11-01     0  0.635245"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Train and backtest forecaster\n",
    "# ==============================================================================\n",
    "n_backtest = 36 * 3\n",
    "data_train = data[:-n_backtest]\n",
    "data_test  = data[-n_backtest:]\n",
    "\n",
    "forecaster = ForecasterRecursive(\n",
    "                 estimator = Ridge(),\n",
    "                 lags      = 5 \n",
    "             )\n",
    "\n",
    "cv = TimeSeriesFold(steps=36, initial_train_size=len(data_train))\n",
    "\n",
    "metric, predictions = backtesting_forecaster(\n",
    "                          forecaster = forecaster,\n",
    "                          y          = data['y'],\n",
    "                          cv         = cv,\n",
    "                          metric     = 'mean_squared_error',\n",
    "                          verbose    = True\n",
    "                      )\n",
    " \n",
    "predictions.head()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `plot_residuals` function can be used in two ways: with pre-calculated residuals or by passing the predicted and actual values of the series."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x350 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot residuals\n",
    "# ======================================================================================\n",
    "residuals = predictions['pred'] - data_test['y']\n",
    "_ = plot_residuals(residuals=residuals, figsize=(7, 3.5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x350 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = plot_residuals(y_true=data_test['y'], y_pred=predictions['pred'], figsize=(7, 3.5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It is possible to customize the plot by by either passing a pre-existing matplotlib figure object or using additional keyword arguments that are passed to `matplotlib.pyplot.figure()`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot prediction intervals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Libraries\n",
    "# ==============================================================================\n",
    "from skforecast.plot import plot_prediction_intervals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train dates : 1992-04-01 00:00:00 --- 2005-06-01 00:00:00  (n=159)\n",
      "Test dates  : 2005-07-01 00:00:00 --- 2008-06-01 00:00:00  (n=36)\n"
     ]
    }
   ],
   "source": [
    "# Data download\n",
    "# ==============================================================================\n",
    "data = fetch_dataset(name='h2o_exog', raw=True, verbose=False)\n",
    "\n",
    "# Data preparation\n",
    "# ==============================================================================\n",
    "data = data.rename(columns={'fecha': 'date'})\n",
    "data['date'] = pd.to_datetime(data['date'], format='%Y-%m-%d')\n",
    "data = data.set_index('date')\n",
    "data = data.asfreq('MS')\n",
    "data = data.sort_index()\n",
    "\n",
    "# Split data into train-test\n",
    "# ==============================================================================\n",
    "steps = 36\n",
    "data_train = data[:-steps]\n",
    "data_test  = data[-steps:]\n",
    "print(f\"Train dates : {data_train.index.min()} --- {data_train.index.max()}  (n={len(data_train)})\")\n",
    "print(f\"Test dates  : {data_test.index.min()} --- {data_test.index.max()}  (n={len(data_test)})\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create and train forecaster\n",
    "# ==============================================================================\n",
    "forecaster = ForecasterRecursive(\n",
    "                 estimator = Ridge(alpha=0.1, random_state=765),\n",
    "                 lags      = 15\n",
    "             )\n",
    "forecaster.fit(y=data_train['y'], store_in_sample_residuals=True)\n",
    "\n",
    "# Prediction intervals\n",
    "# ==============================================================================\n",
    "predictions = forecaster.predict_interval(\n",
    "                  steps    = steps,\n",
    "                  interval = [1, 99],\n",
    "                  n_boot   = 500\n",
    "              )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot forecasts with prediction intervals\n",
    "# ==============================================================================\n",
    "plot_prediction_intervals(\n",
    "    predictions         = predictions,\n",
    "    y_true              = data_test,\n",
    "    target_variable     = \"y\",\n",
    "    title               = \"Real value vs predicted in test data\",\n",
    "    kwargs_fill_between = {'color': 'gray', 'alpha': 0.3, 'zorder': 1}\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot correlation between lags of multiple time series\n",
    "\n",
    "When training a Global Forecasting Model of type [Dependent multi-series](../user_guides/dependent-multi-series-multivariate-forecasting.html), <code>ForecasterDirectMultiVariate</code>, it is useful to analyze the correlation between the lags of the different time series and the target series. The function `skforecast.plot.plot_correlation_lags` creates a heatmap that shows the correlation between the lags of the different time series."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Libraries\n",
    "# ==============================================================================\n",
    "from skforecast.plot import plot_multivariate_time_series_corr\n",
    "from skforecast.utils import multivariate_time_series_corr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">╭────────────────────────────── <span style=\"font-weight: bold\">air_quality_valencia</span> ──────────────────────────────╮\n",
       "│ <span style=\"font-weight: bold\">Description:</span>                                                                     │\n",
       "│ Hourly measures of several air chemical pollutant at Valencia city (Avd.         │\n",
       "│ Francia) from 2019-01-01 to 20213-12-31. Including the following variables:      │\n",
       "│ pm2.5 (µg/m³), CO (mg/m³), NO (µg/m³), NO2 (µg/m³), PM10 (µg/m³), NOx (µg/m³),   │\n",
       "│ O3 (µg/m³), Veloc. (m/s), Direc. (degrees), SO2 (µg/m³).                         │\n",
       "│                                                                                  │\n",
       "│ <span style=\"font-weight: bold\">Source:</span>                                                                          │\n",
       "│ Red de Vigilancia y Control de la Contaminación Atmosférica, 46250047-València - │\n",
       "│ Av. França, https://mediambient.gva.es/es/web/calidad-ambiental/datos-           │\n",
       "│ historicos.                                                                      │\n",
       "│                                                                                  │\n",
       "│ <span style=\"font-weight: bold\">URL:</span>                                                                             │\n",
       "│ https://raw.githubusercontent.com/skforecast/skforecast-                         │\n",
       "│ datasets/main/data/air_quality_valencia.csv                                      │\n",
       "│                                                                                  │\n",
       "│ <span style=\"font-weight: bold\">Shape:</span> 43824 rows x 10 columns                                                   │\n",
       "╰──────────────────────────────────────────────────────────────────────────────────╯\n",
       "</pre>\n"
      ],
      "text/plain": [
       "╭────────────────────────────── \u001b[1mair_quality_valencia\u001b[0m ──────────────────────────────╮\n",
       "│ \u001b[1mDescription:\u001b[0m                                                                     │\n",
       "│ Hourly measures of several air chemical pollutant at Valencia city (Avd.         │\n",
       "│ Francia) from 2019-01-01 to 20213-12-31. Including the following variables:      │\n",
       "│ pm2.5 (µg/m³), CO (mg/m³), NO (µg/m³), NO2 (µg/m³), PM10 (µg/m³), NOx (µg/m³),   │\n",
       "│ O3 (µg/m³), Veloc. (m/s), Direc. (degrees), SO2 (µg/m³).                         │\n",
       "│                                                                                  │\n",
       "│ \u001b[1mSource:\u001b[0m                                                                          │\n",
       "│ Red de Vigilancia y Control de la Contaminación Atmosférica, 46250047-València - │\n",
       "│ Av. França, https://mediambient.gva.es/es/web/calidad-ambiental/datos-           │\n",
       "│ historicos.                                                                      │\n",
       "│                                                                                  │\n",
       "│ \u001b[1mURL:\u001b[0m                                                                             │\n",
       "│ https://raw.githubusercontent.com/skforecast/skforecast-                         │\n",
       "│ datasets/main/data/air_quality_valencia.csv                                      │\n",
       "│                                                                                  │\n",
       "│ \u001b[1mShape:\u001b[0m 43824 rows x 10 columns                                                   │\n",
       "╰──────────────────────────────────────────────────────────────────────────────────╯\n"
      ]
     },
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     "output_type": "display_data"
    },
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       "      <th>2019-01-01 00:00:00</th>\n",
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       "      <th>2019-01-01 01:00:00</th>\n",
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       "      <td>32.0</td>\n",
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       "      <th>2023-12-31 19:00:00</th>\n",
       "      <td>3.0</td>\n",
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       "      <td>18.0</td>\n",
       "      <td>8.0</td>\n",
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       "                      so2   co    no   no2  pm10   nox    o3  veloc.  direc.  \\\n",
       "datetime                                                                       \n",
       "2019-01-01 00:00:00   8.0  0.2   3.0  36.0  22.0  40.0  16.0     0.5   262.0   \n",
       "2019-01-01 01:00:00   8.0  0.1   2.0  40.0  32.0  44.0   6.0     0.6   248.0   \n",
       "2019-01-01 02:00:00   8.0  0.1  11.0  42.0  36.0  58.0   3.0     0.3   224.0   \n",
       "2019-01-01 03:00:00  10.0  0.1  15.0  41.0  35.0  63.0   3.0     0.2   220.0   \n",
       "2019-01-01 04:00:00  11.0  0.1  16.0  39.0  36.0  63.0   3.0     0.4   221.0   \n",
       "...                   ...  ...   ...   ...   ...   ...   ...     ...     ...   \n",
       "2023-12-31 19:00:00   3.0  0.1   6.0  18.0   8.0  26.0  47.0     1.7   246.0   \n",
       "2023-12-31 20:00:00   3.0  0.1   6.0  19.0   7.0  27.0  49.0     1.3   239.0   \n",
       "2023-12-31 21:00:00   3.0  0.1   4.0  15.0   5.0  22.0  55.0     1.5   247.0   \n",
       "2023-12-31 22:00:00   3.0  0.1   5.0  13.0   5.0  20.0  57.0     1.1   246.0   \n",
       "2023-12-31 23:00:00   3.0  0.1   5.0  12.0   5.0  20.0  55.0     0.5   247.0   \n",
       "\n",
       "                     pm2.5  \n",
       "datetime                    \n",
       "2019-01-01 00:00:00   19.0  \n",
       "2019-01-01 01:00:00   26.0  \n",
       "2019-01-01 02:00:00   31.0  \n",
       "2019-01-01 03:00:00   30.0  \n",
       "2019-01-01 04:00:00   30.0  \n",
       "...                    ...  \n",
       "2023-12-31 19:00:00    7.0  \n",
       "2023-12-31 20:00:00    6.0  \n",
       "2023-12-31 21:00:00    4.0  \n",
       "2023-12-31 22:00:00    5.0  \n",
       "2023-12-31 23:00:00    4.0  \n",
       "\n",
       "[43824 rows x 10 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Data download\n",
    "# ==============================================================================\n",
    "data = fetch_dataset(name='air_quality_valencia', raw=False, verbose=True)\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr>\n",
       "      <th>lag</th>\n",
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       "      <td>0.110520</td>\n",
       "      <td>0.167426</td>\n",
       "      <td>0.330658</td>\n",
       "      <td>0.463759</td>\n",
       "      <td>0.687683</td>\n",
       "      <td>0.444082</td>\n",
       "      <td>-0.344922</td>\n",
       "      <td>-0.184636</td>\n",
       "      <td>0.007725</td>\n",
       "      <td>1.000000</td>\n",
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       "      <th>1</th>\n",
       "      <td>0.098191</td>\n",
       "      <td>0.168089</td>\n",
       "      <td>0.313363</td>\n",
       "      <td>0.454940</td>\n",
       "      <td>0.633034</td>\n",
       "      <td>0.428927</td>\n",
       "      <td>-0.328899</td>\n",
       "      <td>-0.197767</td>\n",
       "      <td>-0.006486</td>\n",
       "      <td>0.939515</td>\n",
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       "      <th>2</th>\n",
       "      <td>0.082010</td>\n",
       "      <td>0.157377</td>\n",
       "      <td>0.272874</td>\n",
       "      <td>0.424717</td>\n",
       "      <td>0.574097</td>\n",
       "      <td>0.388446</td>\n",
       "      <td>-0.294490</td>\n",
       "      <td>-0.200191</td>\n",
       "      <td>-0.021277</td>\n",
       "      <td>0.870223</td>\n",
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      "text/plain": [
       "          so2        co        no       no2      pm10       nox        o3  \\\n",
       "lag                                                                         \n",
       "0    0.110520  0.167426  0.330658  0.463759  0.687683  0.444082 -0.344922   \n",
       "1    0.098191  0.168089  0.313363  0.454940  0.633034  0.428927 -0.328899   \n",
       "2    0.082010  0.157377  0.272874  0.424717  0.574097  0.388446 -0.294490   \n",
       "\n",
       "       veloc.    direc.     pm2.5  \n",
       "lag                                \n",
       "0   -0.184636  0.007725  1.000000  \n",
       "1   -0.197767 -0.006486  0.939515  \n",
       "2   -0.200191 -0.021277  0.870223  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Correlation between target series and the lags of the other series\n",
    "# ======================================================================================\n",
    "corr = multivariate_time_series_corr(\n",
    "           time_series = data['pm2.5'],\n",
    "           other       = data,\n",
    "           lags        = 24\n",
    "       )\n",
    "corr.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
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396+7iaBPvAeC+lCU/7Lm5/DfI+ycIhhoC15rVBRlkZ3Lv75m5xbSxykoyx7dx1dtaqx+gujb2RLvP8chgy34oUtSQgw92rfE2Vs/554jEJqsYmjd2hQXDm1AcUkp3rz3R0w850lJVUUJk0f1w+xfhmL0rHUICPnnJ0NC4zHIqTXehschI49/Mf1/U1BWhr4Xz4IhIQFXPX2sat8RCbk5tJu5hndJCXQbSvkc2boNDvbqh8FXzguMW/xZyIpLYrfzAKz6+ADZZYLHIUrbqYCnyRE4GcEJqqcSWuxUdTHa2K7RFcMfobq6GhLyEjCf0oK2LsoZyaKUXYbE+2m0YkjRapYRQv+MhdfszxARBZ18ouGqgvzY//+9RM+DS3+sfP8A2aWC58FSSRMTzR3R7xHnj9cLA/fR7bDgyHTu/uq+vGzF7yUpPAUzbJdCVoGB9kPbYumpOVjcaR2tHLr0c4BtZ0vMsPsVjU3nPtaYt34Ad3/tzDMQFv3HuMDCSg/rZp9Feko2LB1aYPbq/mCn5/NZKJsqaspMONsYYs3ee/W26ehkCoa0JB684rmaCQ2jUsgxtf82moxiuHnZNNzz8MSyzX8IPL999WxsXjYd/ScsbZT3o5JLqNgPZXlOTFQNKnIMZH1lRWyqULGAlAwqTOHIoKUkh7am+lh4+i6ERXZxMSqqqqDK4H+6VmUwkPGVFbE21Nc8PpdjVaHcwybKKpjp4MynGFLxZVQbavuclorn4ydheOs2OOzzofHGX1bEGb/0V+OXlkXGV9YrCn2mEvSYivir/XC+ODeK8GEr0O3BYaQW59FJNVScXG2i8zLhoKaHxkZCTpxW3Mpy+WNOqUxiKcW6iScUkoqSEBUToZXCGijLYFlOOe2aFhUXhYyGNOzWWqCypJLOUJZSkkTwgShIq0s1ugzZpd87D4r0PBztWHceIkYuR9d7R+Corkdbb98OmMNtQ1klV9p2wS/mjuhw51CDx01Z7yg3cQ0SUpwlmbIOsr9ktdbsR/v/vVWsorwCKV+SFSJ9Y2DuYIxB83tj/4y/YONuCS1jDdzKPsV3zdprSxD0JhRL3Nf/sAxUHGFYYCJ3X1KCI4OiKhPsTF7YgKIKEzFh/5whXh+SUuKYuKAbNs27gA+vw+ljVPyisbkWhvzS7h8Vw5y8L2v+V5Y8ZUVGHStiDVk5hVBS4F9flRRk6eMUNdcpKzC4x2r2I+Pqhq306WyJvPwSOh6xPvq5W9KJLl9bKgmE/5xi2MqsBRau3V/v+aPnbuPxpbpp3D8KtUCEJrDgbK7HLSdD/S44mevh8ivB8UZNDUqGkGQWnE318DyYJ0NbEz1c9Gy4DAMdW9OZza9D+UszNCblVVV0KRnK6ucRw/mBpH6eqf2z/oJLbdRnZaPcyn+HiMg/t/mh8WenwlXDEB7JEdzxu2gY4mxkXZcdpdz1evQX37FFlh0hKyGJTX4eX5TCKgSyU9FCjt8FSu0nF+aisaGUOGYLWWQH50LNkROCQMUKZgfnQae7hsBrFMyYSPfKotvVKIdFqSWQVJSg+6uNmLQYvVHJKuyAXBiPanzllp4H9pd5SOLNg6umIc5GfKrTPjovCz3vH+U7tsiqA+3C3/jJgy4JdDM2iC9mkeJU55G4FRuIqzEBjTJuyuVbXMCfeZqVmg3bLpZcRZAhJ4OWzia4e+Txd/UtIioKSUmOYn/pt1t4eOwZ3/mjgXtwZNEpeN/91DAZispQnMDmO8bOyKezh2sUQYasFFpa6eL+5fc//D7i4mKQkBBH1Zc41hqqqqro7/a3rJdU4giVDfz645e1RgRwsNTH9XrK+gRFpMKhjT6uPPDlHnOyMkAQlf0N0FnImdkFdJvIeI4iyJCRRCsTrTpZxhR9OrXGw9chqKwUnKCgpSYPu9b6+HXHrX+Uh9A8y9U0B5qMYpiRlQMbS1NExQnOfKXOZbIbN2D63HNfbBzfAyHx6QiKT8PozraQkZLA7XccE/6mCT2QnlOAg7c96X0qPoWqZUghISYGdUUmzHTVUFxahsQMzg82db2eGi8WSEdFnm6TV1iCtOzGD7o/88oXW0b2QHBSOgLpcjW2dMmcWx85MlDn0nMLsP8hTwaqliFXBgUmzLXVUETJkMVTOqgFk1IM7/iEoPKrhbixOe73Cbu69UQgK42uM/iLjR0Y4hK4FsIJzqbOsQoLsNPrLb0/08EJgSwWbQmkFL1Ohi0wsKUF1rzk/PDJiItjtmNbPI2NpmMLlaVlMM7KFpqyTDyI5AXjNxYnwt9jp3N/Wpmjy9WYO3HGH8tRHnY596PLnOwKfImyqkpE5PJbEvLKOXF8tY8fDfPGfpdB+JiRAO/0eHTQNIa7tilGvzgLYaDXWxNhR2JolzBVZzDpYRoqS6qg1ZGTxR1yKJouMWM8kqPU6XRTR7IHC5Fn4qHbQwNFaaWIv50C3Z6a3D6z/DnfV4aWDIpZJYi+kAiGtjQ0O6oKRYbjYR+wy6Vf3Xn4osRR51hF+djpX988lNKvNcdzyorprTZUVjJlgYzN51eEGpOb++9j9KohSI5MQypdrmYEslKy4Vkr5myHx1p43vqA2388ovcnbR2Njw/9kJ6QCRk5GdpFbd2pFVb03MKNURSUcEK1T4tr/Czxm2c9MWp6Z7puYVpSNsbP7Yqs9Hx4PePVJdx2fBKdgXz3gje3RqG2vgpfEotRSy3k5xYhIzUXRYWlCPgQgylLeqKstJzOSrZyNESX/rb4a8eDbxrXpXufsHp2T4TFpCEkKg0jettBWkoC915y1po1s3vSsX9HLnLWGkohPLR+OEb1tYeXbyy6upmjpbEGtv/1hNsn1WbC4LZITM3hlKsZ6UYrizXKZw2UQqqjoYi7z3iJRV/T190SWTkF8P6qTqKwKCwCEmrltySlAqGRgII8oC34mZDwH6DJKIZHztzAjjVzYNXKBG/f+9OKYs0fi27nbI0xg3pg497GjfV58imCTkKZ2dcFKvIMhCdlYPbvN8HO55jwNZXk+J5O1RSYuLxyLHd/QjcHevOJSMTUfZzixK30NXBs4TBumyVf6h3eeReMdWd5i0lj8dg/AspMGbpotaocA2EpGZhx7CY3IYVyB1PxYDWoyzNxbRFPhl86OdDbx+hETDrMK7BMuZC1leSFlo1cm/uR4VCWkcHCtm5QlWUgNCMDE29fR2YxRwZtOXk6yLwGGXEJbOzcBZpMJkoqKhCdnY1FTx7S/dTEk1CJK4MtWtHxhTnFJQhIT8OIa5fo0jWNPv7EUChLyWKBZUfadUnFA/7y6hKySjmuJS2GAt/4v4UnyeF0XcSZFq5Ya9sdMflszPa8jk+ZwikZpOGigvK8CsReS6bdwVTZGavl5twahqVZZXxuY2kVKVgvM6drH35cHkTXKaSUQoP+vOzOyuJKRF9KomMPJZjitDXSaIRuHYtiY3E/IRTK0gwstOrAmYdsFia+uMxNSNFm8N9HTZXLO25DWlYaC/6cDqYiA0Fvw7Ci1xa+GoaUW1j+S5IHhaK6An49PQfKWkoozC1CbEA8rRT6Pm0cy+b3cvX4G7ou4bz1A8GUk0awbzxWTz/FV8NQW08ZCoo8N61Zax3sOMX5KxAU05f1oV89bvli9ypO0fFtSy/jlwXd8ev24ZBTkEF6Sg5OH/DA/cvfFh7y7F04nYQydbgb7UKm3L2Ltl7num01VPnvkaCIFKw78IBW9qaPaoek1Bws33mbW8OQ4tztj7RyuWx6NzAZVIHrZCzaeoOuYfi1i5g6R2UbC4J6GO/d0RIPXgb/tPs0OByYsID3vd7+B+f/A3tWY9sK/GuoJBbD70IE6vZN5hPr370dpo4dACsLE4iJcX48KJN7QGgU/XcB7z7hPMX9HdUsH9jO2ovmjN+hhWizpHnLELhrIYwO7EZzJmbeYhhf5lhcmiPRI1ZhxqdxaM4csT8Lowtb0ZyJGb0S3UR5D4vNDY+qq+jZehWaM4+Ct8B1ePNej7yuLEZVmnBKVv0sxKw5ZYZ+Npl+wi0U/jWqtjzPSXOkyVgMKe48eUtvVCwJVbqGgp2Th4oK4ReVJRAIBAKB8O+DxBg2Y8WwBkoRTM+s+9cgCAQCgUAgEAjC4z/7l08IBAKBQCAQCM3AYkggEAgEAoHQGJAC198HsRgSCAQCgUAgEGiIxZBAIBAIBMK/FsHlxAnNolxNY0CVqyEQCAQCgdC0ENFw+L+8b7Jvyk99Px07bTRn/pUWQ7sZzbsGoO+Rf0kdw7170JyJWbgIxpeabw296JErMcRrFpoz110PwfDsb2jOxI1bju6So9FceVJ2Ab0smne144eh29BuyC40Z95eX4LEZF4B+eaJzv/lXUmB6++DxBgSCAQCgUAgEP69FkMCgUAgEAgEikpiMPwuiMWQQCAQCAQCgUBDLIYEAoFAIBD+tZCs5O+DWAwJBAKBQCAQCP9Ni+HwjtYY390eKvKyiEjKwI7LLxAcx6q3fVc7U8zs7wptFXkkpOfgwM038AyK455XlmNg3uB2cLEwAJMhBb/IZGy//AKJ6TncNiryDCwY3AHOFvqQlZZEHIuN4w8/4LlfVKPINNLVGhM72UNVThbhqRnYdvMFghIFy2SsoYLZPVzQSlcdOsoK2H77Jc698eNr82jlJPrc11zy/IwtN19AGIyztsZUeweoycoiNCMD61+8QAArTWDbHiYmmOXkBAMFRYiLiSEuOxvHfD/hVmgoX5vRVlawVNeAkowM+pw7S/crLMaa2GOqhTPUpJkIzWFhw6cnCGCn/uN1ffVbYb/rQHgkhWPG2+vc4zuc+2JICyu+tq9To/HLq8sQFlnPEpH5MAEVuWWQ1mdCa4wZGEZ174MaKovKwboejbxPGagsLIeEijS0RplBzlqV09/zJLBfJKM8s5jel9KRhXr/FpCz4pwXBuPM7DC9tTPUZGQRmp2OdR884J/1z/PQz9ACB9sPwJPECEx7eYN7fIFVO/qclqwcyiurEMhOw67Pr/A585/7bAjj1w1Fr0mdwVSURbBXBA7MPYGUKMHfB4q+07qi7/Su0DDgfLbxIck4v+UGPj7257aZ/8dk2LpbQkVbCcUFJQjxjsDxlZeQGP5zSnmMm9sVPYc5QlZOBiF+8fh9wy2kxGfV23741I5w62YJXSM1lJWU09ec2P0IyXGZjTKeySPd0K9rG8gxpBAYnoJdf3kgKZW3bgticE8bjBrgCGVFWUTHZWDv8WcIrTUvkhJimDOhE7q0awkJcTF88I/D7r+eIju3iK+fXp1bY0Q/B+hpKaGouAwvvMKx59gz+pymmjyuHZnWYPlu35LAlctSYLNFYGxchTlzi9HSQrDtrKICuHhBEk8eSyIzUwR6elWYMq0ETk6VAttTbY8fk8bgwaWYNae0wWMlNC3+U4phd3szLBraAVsvPENgXBrGuNvhj7mDMWj9KWTnc368amNlpIWtk3vj91tv8SYwFj0dzbFnRn+M3noe0SmcBW3PzH6oqKzCwsN3UFhShrFd7HBk/hAM2XAaJWUVdJuNE3vSi8/Cw7eRU1BC97N9ah+M3XYB4YkNU1Z6WJthaf8O2HT9GQIS0jCuvR3+nDoY/XacArugrkzSkuJIYufiSUAEfu3fSWCfo/ZfhKioCHffVFMVR6cPweOASAiDPmZmWNmhI9Y8e4bPaan4xc4OpwcPRtdTJ5FVXFeGnJIS/PH+A6Kz2SivrIS7kRF2dO+BrKIivImPp9vISEjAJzkF9yMi8Fu37kIZN3f8ehZYadsFa3wewT8rBb+YO+JUp5Hodv9PZJXy/yDURkdWActt3PEhPUHg+Vcp0fj1wz3uflml4EW6Mch9z0LapUhoj28JGSN5ZHkkIm73Z5htc4G4vGSd9lUVVYjb6QcxeUnozW4DCSUplGeWQJTBW1IklKWgOdQYkhoMej/HMxUJBwJgvMEJ0jrMRpehr0FLrHZwx+r3j+GXmYJJFo4402UE3O/8hayS+udBV1YBK+064z0rsc65mDw21n54goSCHEiLSWDylz473foT7NK692ZjMHxJPwyc3QM7Jx9BWlw6Jqwfhm33lmOK9VKUl5YLvCYzmY3jqy4hOSoNIiJAt3EdsP76YsxyWkEriRSRvrF4ftET6YmZkFNiYtzaIdh2fznGm81HVZVwo/OHTemA/mNdsXvFVaQlZWP8vG7YfHQSpvfdi/Iv6+TXtHE0wt0L7xARlAQxMVFMXNgDW45zriktFvw5fCtjBjphaG9bbDn4EKnpuZgysh32rBmKsfNPoqxc8PfM3dUccyZ2wq4/nyIkMhXD+9rR14yaewI5eZz7a+4vneFqZ4Q1u+6gsKgMC6d0wZZfB2DWqovcfkb0s8fIfg44dOYVgiNTISMtAU21ug9g89dfQWwiTwm+c/zbS0+9eCGOI4elMX9BCSwsKnH9uiSWL5PFydMFUFKqO9cnT0jhqYcEFi0ugZ5+JXw+imP9Wgb2HyyEqSm/MhkWJor79yRhZCS89aixqQTv94zwz/ynXMljutrhpmcQ7rwLQWwqG1suPEVJeQUGuFoKbD/a3RbvguNwxuMTYtPYOHz3HcIS0jGikw19Xl9dEVZG2th64TlC4lmIZ2Vj68VnkJIQR0/Hltx+rI20cPnFZ9oymZyZS1sL84tKYaGv0WCZxne0w/X3Qbj1MQQxLDY2Xn+K4vIKDHIULFNwIgt77r3Bo88RKKMeEwWQXViMrPwi7tbBogUSMnPgE50EYTDZzh6Xg4JwLSQYUWw2Vj99iuKKCgyzFCzD+6QkPImOQjSbjYTcXJzy80NYRgYctHk1sijr4cH33vBMEKx0NSaTWjrhcvRnXI8NQFReJlZ/fEiPf6iRdb3XiIqIYG/b/tgf9AaJhYKtFGVVFcgsKeRueeUlQpMh80kClDroQKm9Nq20UQqiqKQYst8ItiblvElBRWEFDOZaQdZUEZKqMpBtqQQZfTluG3kbNdp6KKXJoDeNIcYQlRZDUXSeUGSY0soJlyL9cTU6EFG5WVjl/QjFleUYbsxvef16Hva164e9AW+RWFB3Hu7EhcAzLR6JBbmIzM3E5k/PIC8pjZZK6hAWg+b2xIVtt/Du7ifEBiZixy+HoaKtCLcB9RcH9r7vi4+PPtNWxeTINJxae4W2Clo4mXLbPDj+HIFvw8CKz0TU5zicWncF6vqq0DBUg7AZON4Nl468gPfzUMRFpGHX8itQUZeDa9dW9V6zZtpJPL3li4SodMSGp2HPimvQ0FaCaeuG18Ib1tcOZ6554+3HaETHZ2LzwQdQUWKivZNJvddQytzdp4F48CIIcUlZ2PmnB0pKy9G3C2edkmVIoq97Gxw89RK+QYkIj2Fh6x+PYNVSB61NOfUH5WSlMHVUO2w++BAeb8OQwsql39/TJ7rO++XmF4OdU8TdvofrV6XQu3c5evYqh4FhFRYsLIGUVDUePZQQ2J5SCkePKYVz2wpoa1ej/4ByODlX4NpV/odC6jl921YZLFxcDKYcSfX9t/KfUQzFxURpRex9KE9RoP6uNrVPWQYF0cZIC+/D+BWLdyHx3PaS4mL0a1l5BV+fZRWVsDHhVT73j0mlrZXyDCn6ab67gxmtPH6KSGywTK10NOAdwS+Td2QCrA0apxAq9R597S1w80MQhIGEqCgsNTTgmcCx9FFQyw21b6v1bTK46unBSFkZH5OFo7j+4/iVtODFiuMbvxcrFrYq9f+AzW3djrYmXo3hufq+xlndAB8GzodH7+nYaN8TipIyEAaU9a84Lh/M1srcYyKiImC2UkJRVK7Aa/L8MsEwVkDKuXCEzn+NyNXeSL8Xh+p6LE/U8Zz3aagqrQTDWF4486CsCc80/nnwTI2DnVr98zC/jRttTbwSFfBN7zHK1AZ5ZSW0m1oYaLZQh4qWEnyf875vRXnFCPsQDQtnnpL3d1DW/k7DXSAtK4WQ94Kt/NIMKfQY3xGpMenISKzfndsYaOoqQVlNHn7veKEzRQWlCA9IREtr/W/uhyEnTb/m5zbMUqutoQBVJSY+BvDWHMq6R1kBLc0F/8UKcXFRmBlrwKfWNdRa6xOQgNZmnGvMjTQgISHG1yYhmY20jDy0/tKvo7UhREREoKbMxLn9v+DGX9OxcXE/qKvwHqhq2L58EO6emIVDm0fCzcH4m+UrLwciIkRhZ8/7XRIVBb0fEsL5zfqasnJA8ivHAKVIBgXyOxUP7JeGs3MF7O2bj7WQglqWfubW3GlWrmRtDVUsmTkai9Yf+O5rFZkytJLD/mLyr4GdXwRDTSWB16jKyyLrq/ZZ+YV0zCBFXFo2UrPyMGdQO2w5/xTFpeUY08UOmspyUJOX5V6z7Oh9bJ/SGy/3zKJdn5SLefGRO0jMEPyj+60oyXJkyir4eoxFaKEuWKbvpYulCeSkpXDbJwTCgIr/ExcVRWYRvwzUvrEST1H5GjlJSXhNnQZJMTFUVVdj7fNnePsTrINfoyTJ4Iy/pJDvOLVvJK8i8Bp7VV0MM7JGv0fH6+33dWoMHieG09ZEA6YSFlt1womOIzD06Wla3sakMr+cXs2+dhmLK0iiNE2wpaIsoxjlodlQcNGA4UIblLGKkXI2DKiogvpAI267ksQCxGzxQVV5FUSlxKA/x0oobmQlqS/zUMw/DxklhTBWEDwPDmq6GG5ihd73T/5t3+46xnT8oYy4BNKLCzD26SVkC8mNrKzBcSnmsPjXhuz0XChp1h/vSWFoqYf9rzdAUlqCthZuGLYXCaEcN3IN/aZ3xZRtoyHDlKZjC5f33oqKelynjYWSKkfpyc4q4DuenVkAJbW6CpEgKGVq+oq+CP4Uh/jI+mPCvwUqPpB+/6+scFQcYM25r1GQ+/L7kcN/f7FzC2Ggw1mnVBRlaSNBQRF/zB11DXWuRimlrNTjhjhj/4kXKCwsxdTR7bB33VBMWHQaFdRDWkk5Dp56gcCwZFRVAZ1cTLFt2cBvli83VwRVVSJ1XMbUfmKCYMXQwaGStg62saqEtnYV/HzF8PaNBP3+Nbx4Lo7ISDEcOsz/GRD+fTQrxVBRgYlh/dx/SDEUBhVVVVjy512sHdcNr/bMomMNP4Ql4G1QLF9Ew6z+LnRiyoy915BdUIzONiZ0jOHkXVcQ9SVWsakyyKk13obHISOvaS0GBWVl6HvuHBiSEnDV08eqDh1ptzLlZm7KyIpLYnfb/lj18QGyy+pXLu4l8BTxiNwMhOWk42W/WWirbsBnnfy/UU0pkhLQmWhBWxdlDOVRnlOKzIfxfIqhpBaDjimsKq5A7sd0JB0LQYvldkJRDr93Hva264sV3o/+Ucl7x0pA7/snoCzFwEhTa/zRYSAGPjzzt3GL34r7KDc6KaSG1QN2/HBfSeEpmOm4ArLyDLQf4oSlx2dgSddNfMrhs4ue+PQsCCqaihi6qA9WX5iPBR3X1xu7+CN07muDuet5isy6macb3Ofstf1haKqBJWOO/NB4KJ6cm0e//rqVl1z0s6EUXMqquO/4c3z051gW1++9h9vHZsLOUh8fPsfRLuTLdz9xrwmLTqMtnD07tRbauGbPKcGe3dKYNPGLAqtdhR49y7mu5/R0EfzxhzR27CiqY1lsDpAYw2asGHbv6PS35/V1NX+475yCYlpxU/5i7audVfy1VbCGzDyedbAGFTl+K2JoQjpGbTkPprQkxMXF6Pc5vWwkQuM5T7W6qgoY2dkWQzecQUwqRwmMTM6ErYkOhneyoRNhfhQqFpCSSYX59Rjrl+l70FKSQ1tTfSw8fRfCIru4mFawVRn8MlD7GUX1K6PUs3B8LicmjMo2NlFWxkxHp5+uGGaXFXHGL81vaaD2M76yXlHoMxWhx1TEX+2Hc49RFgSK8OHL0e3BETrR4WsoyyGliFDWw8ZWDMXkJKhBoCKvjO84lZ0sKPGEQlxRCiJiIrRSWIOUFoO+hnJNi4pzolSoV6kvySeU8lgcl0cntlAKZWOSXfplHmT450GtnnkwkOPMw7HOQ+vMQ9SYX+F++y/uPBRXlCM+P4feqKSWFwOmYYSJFQ4FeTd43FQcYdgHnotVQoqzJCtqKICdxrsPlNQVEP1FkagPyvKXEs1ZdyL9YmFmb4xBc3pi/+zjfG5paqNiEUPfR+JG+lG4DXTAy8vv0Fh4Pw9BWAAvTEZCkmOlUlJhIjsjnyeTKhPRof+c3T1zdX84dWyJpeP+QiYr74fGQ/HLkjPczGH6/RUZyKplAVRSYCAqTnCIAKWs0b8fX1kUlRVkuX1Qr5IS4rQRoLbVkLqG2yab8xpXy32fk1dM96/xxbIqCMrN/a2KoYJCNURFq5Gdza8MUftKyoKzkhUVq7FxUzHKyoC8XBGoqFbj2FEpaGlx2kdGiCEnWxQzpvPkp6ySgQFiuHVLEg8f50NMsDGS0AxpUorhib2rUF1dTT9V1Qd1/kegvtShCSw4tdTDS39OoC/1NtT+5ZeC47wCY1Lh1FIfF57zyrlQJWcCYuouZgUlnB9VPXVFtDLQwOE7XtwsYEHjrqqq4v4Q/SiUTCHJLDib6uF5ME+mtiZ6uOhZf+zatzLQsTWd2fw6NBbCoryqCkEsFm3184j+IgMdN6iPs/6fv7kf6rOk3Mo/G3r82alw1TCER3IEd/wuGoY4G8l76q8hOi8LvR4e5Tu2qE0HyEpIYZOvB1KLBP/wacrIQUlKhnZlNjaU8iZjKIeCEDbk7dS4MYEFodlQ6aIr8BqGiQJyvVl0uxrlkHI7iytKcpVCgVQB1RXVwpkHdhpcNQ3xJDGSdx9pGuBMuG+d9tG5Weh+9xjfsSU2HWhL4gafp/XOA/deE22cpZNy+VJbbbJSs2HbuTViviiCDDkZtHQyxr2/nn5X31SsYY2iKQh6naUsWJKCExJ+lOKiMhQn8HtC2Bl5sGlrjJgwztrJkJWCuZUe7l96/49KIZWgsmzCUbCSs394PBTJtRTtzOwCOLQxQFQcpyoEQ0YSrUy1cOux4DWHcvFGRLNg30Yfb74o8tTHZ2+ljxsPOb8PVLJJeXklfeyVN+ce1NNWosvPBH8pCUS5hyn0dZSRweZ8l+WY0rSrmopFrA8Tw29PdpKQAMzMquDrKw63dpw4Q8ol7OcrjgED+R/+voayBqqqVdPla968lkDHThxLsq1dBY4e5197du6Qgb5eJUaMKmvySiGxGDZjxZCVmY2VWw/j8UvBi0Vr8xZ4dGHvD/d//qkvNkzsgZD4dATHpdFZxzKSErjjFUyf3zixB9JzCvD7LU96n1IIjy4ehrFd7fA2MBY9HM1ppW/z+ad8dQ4p93AaOx8mOipYOrwTXn6OhveXJBcqDjEhPRurxnTB3uuvkVtQgk42xnC2MMD8Q7fQUM688sWWkT0QnJSOQLpcDUemWx85MlHn0nMLsP8hRyYqToaqZUghISYGdQUmzLXVUFRahsQsXlwTtehRiuEdnxBUCjma9rjvJ+zq0ROB6Sz4p6XhF1s7MCQkcC2YIwN1jlVQgJ2eb+n9mY6OCGSxEJ+bSyuDnQxbYKCFBdY851lfFaSkoS0vBw1ZjsvSSIkTc5lRWFgnnrGhnAj7gJ1t+yGQnQp/dgp+MXMCQ1wC12I4CQ27nPshrTgfuwJeoqyqknYN1yavnGNdqDlOXTuvdXs8SgqjY+QoK+Ey686Iz2fjTVoMhIFqd33azUtZ9ehyNU8S6EQRpXacBKCko8G0lVBzGCdrU7mzLtjPkpB6IQIqXfVQxipCxv04+v81pF2NgpyVCl3fsKq4EjneaSgMz4bhYo5rr7E5FvIBu936IjArla4zONnCAQxxSVyN5szDbte+YBXnY4ffK5RS85DDXw8vr+zLPHw5TsUUzrF0wdOkKFohpxTz8eb20GTI4X58GITFzYOPMHrFILr0TFpcBiauH4aslBx43vbhttn+aCW9f+fwE3p/0uYR+PjIny5FIyMnA/eRrrDqaIGVfX7jJrV0GtYWnzwCkZOZBzUdZYz4tT/KisvobGZhc+uMJ0bOcEdyfBZYSWyMm9cNWen58HrKC5nYdmIyvU+VqKGYvXYAOvWxxsY5Z1FcWEpbGCkK80tQViq4osK3cvWeLyYMbYvE1GxOuZpRbsjKLuAqfRT71g3D6w9RXMXv0l0frJrbC2HRLITS5WrsISMlgftfEoWoBJZ7zwMxd2Jn5BWUoKioDAsmu9PKIFWWhoJ6v9cfIjF/kjt2HHlCXzNjbHskpLDpTGYKyjJYUVGJiFiO9bKjsyn6uAuu0FAfQ4aVYsdvMjA3r4R5y0rcuC6JkhIR9OzJUfR+2yYNVdVqTJnKuedDQ8WQmSECY5NKZGWK4sxpKTqJYsRIznnKodOiBb+1UVq6GvLy1XWOE5o/TUoxDAyJgpWFSb2K4T9ZE/+JJ58ioCQng5n9XGgXcXhSBuYcvEknoFBQSSO1A/spy+Cq4w8xq78r5gxwowtcLzpyh1vDkEJVQRaLhnak+8vMLcQ97xAcfcAbP+Xemvv7Lcwb2A77Zg0AQ0oSiRk5WHf6MV+h7B/lsX8ElJkydNFqVTkGwlIyMOPYTW5CCuUOrm2tVJdn4tqisdz9Xzo50NvH6ERMOnyNe5xyIWsryQstG7k2VK1BZRkGFrq40i5kyjU88eYNrgKnLcc/L1SNwo3uXaApJ4eSigq6bM2iRw/pfmroamyEnT16cvcP9ulLv+5/9w77vd817vgTQ6EszcCCNh1oFzJV4PqXl5eRVcpxG2nJyqOKdn5/G5XV1TBXVMfgFm0gJyGN9JJ8vE2LxZ6A17RiKQwUnDVQkV+G9FsxqMgthbS+HAwX2UBcQYo+X5ZVwnla+IKkijQMF9si9WIEota8h7iSFFS66UOttwG3DdVf0tEQuj9RGXFI6zFppZDZWnAySEO5Fx9Gz8NC6/bcAtcTnl9G5pdYQB1ZeVR/xzxQVn0qcWWIcRtaKcwpLUZAVhqGPT5Hl64RFld23aUzihccmgKmIgNBnhFY2e83vjhALSMNKNRyPSqqyWPpiZlQ1lJEUW4RYgITaaXQ9xnn+1tWUgZLt5YYNLcXmEqydHILVbqGii/M+RtLVWNx9dhrSMtIYt6GQWDKSyPYN54uR1O7hqGWvgrklXghJX1HtaVfd5zhL/ZM1UKkytg0hPO3PkBaWgK/zugOpqwUrbwt3nSdr4ahjqYiFOV4lQCee4VDUYGBKSPdoKzIQFRsBhZvvsZXvPrgyRe0FX3Lkv6QkBDHh8+x2H2U39K7+cBDzPulM3auHEyva5+DE+n3rqzkKVgThrrQlkbqGJXZvG7PPWxe2v+b5evcuQK5OSU4dVKKdiFTBa63bS+CkjLn/k9PF4WoKO/9KBfyyZNSSE0RhYxMNV2qZtmKYjD/v6HAjUZVNbEYfg8iULdvMsnVTratwJCRxksvwV96GWkpWLc2hfen+pWVapYP7Gb8uFWxKeB7ZCHaLGneMgTuWgijvXvQnIlZuAjGl7aiuRI9ciWGeH17UdymyHXXQzA8y7F6NVfixi1Hd8nRaK48KbuAXhYr0Jx5GLoN7YbsQnPm7fUlSExunDJk/y/07Rpeg/JH+PyxYZns34uNY8NrFP8/aVIWww9+f18Spbik9G+VQgKBQCAQCATCv0QxJBAIBAKBQGhMSPLJ9/Gf+csnBAKBQCAQCIS/h1gMCQQCgUAg/GupJDaw74J8WgQCgUAgEAgEGmIxJBAIBAKB8K+FlKtpxuVqGgOqXA2BQCAQCISmhYiGw//lfb0/8P8lHmHT1kk4tVp/Fv9Ki6H91OZdA/DT0YVos6h5yxC4ZyFMtzVvGSJXLIThmeZbQy9u/HK0e/ormjNvu+6AwbGdaM7ET1mKngqT0Fx5lHsCvcyXoznzMPw3tB/YvO+jN7eW4lWcGZo38v+XdyVZyd8HiTEkEAgEAoFAINAQxZBAIBAIBAKB8O91JRMIBAKBQCBQVFYTG9j3QD4tAoFAIBAIBAINsRgSCAQCgUD411JFbGDfxX9OMRzWyRrje9hDRUEWkYkZ2HHxBYLjWPW272pvipkDXKGlKo9EVg4OXH8Dz6A47nkZKQnMHdwOnWyNoSArg5TMXFx6/hnXXwXQ5+UZUpg+wAVtWxlAU1keOflFePk5Godve6GguKxRZBrpZo2Jne2hKieL8JQMbLv5AkEJgmUy1lDB7F4uaKWrDh1lBWy/9RLnXvvVaaeuIIuFfdujXUtDSEtKIDEzB6svPkFIUv2fVUMYY2eNKc72UGPKIiw9AxufvEBAquD3Gm5tiYFtWsFMlVMSICgtHXteveVrT2UUC2L789c49v5To49/nLkdprd2hpqMLELZ6Vj3wQP+Wan/eF0/Qwsc7DAATxIiMO3lDfqYuIgolth2QCcdI+gzFZFfXoq3qfHY7vsS6cUFEBaDdV0wyqAjlCXlEF2Qir3htxGalyiwbS8te6xqPYLvWGllObq8WMWXUSyIPyLv42L8KwiD8Ra2mGblyJuHd8/gn5EmsG1PQ1PMtm4LA3lFSIiKIjYvB0cDP+JmVAi3jaoMA8sdO6KDjiHkpaTwPjUJ6949RVxeDoTJuJUD0WtCB8gqMBDyPgoHF55BSkx6ve1HLOoNt3720DXVQllJGX3NiXXXkBTFk12rhRqmbBqB1i6mkJAUx6dnQTi09DxyMvKEKgtXpnnd0HOYI2TlZRDiG4ff199CSnz9ZUSGT+sEt+6toWukjrKScoT4xePErodIjs0Uyvgmj3JDv25WYMpKITAsBbuPPEFS6t/P86Bethg1yBHKirKIjkvHvqPPEBrJ+czlmNJ0n442htBQlUNOXjHevI/EsQtvUVjEW/vnT3FHGwsdtNBXRXwSG5MWnm4UeV7cAZ5cA3LZgK4RMGoW0KJl/e2f3gBe3QfY6QBTHrBrDwyeBEhIcs6vGA9ksepm93bqV43RcxplyIQmwn9KMezmYIZFwztg67lnCIpNw+iudvh9wWAMXnMK2fnFddpbGWthy9Te+P3GW7wJiEUvZ3Psnt0fYzadR3QKZ0FbNLwjHFvqYc2xR0jJyqMVwOVj3JGRU4DX/jFQU2RCTYGJfVffIDY1C1oq8lgxtgtUFZlYduReg2XqYWOGpQM6YNPVZwhISMO4Dnb4c9pg9PvtFNgFdWWSlhRHUlYunnyOwK8DOwnsU15GCmfmjsDHqCTMPHoT2QXF0FdVRF5xCYRBbwszrOzSAWsfPYN/ShomONrhxIjB6P7XKbCL6srgbKCLeyFh8EtKRWlFBaa5OOLkyMHoffQMWAWFdBuXA3/yXdPRyBBb+3TH4/CoRh9/X8OWWO3gjtXej+GXmYJJFo4403UE3G//haySonqv05VVwEr7znjP4le+ZMQl0FpZAwcDvBCanQ4FSWmsc+yKY52HoP+DxvnR+Bp3DWvMMeuHXaE3EJKXgOF67bHHdjJGee1ETjnnM/2agopijPbilQD5uiBq/9cb+fbbqrTE8lZD8So9UCgy9DUyx+q2nbDqrQc+Z6RikqU9zvYchs5Xjwuch5zSEvz+2RvRuVkoq6xCF30j7OrQC1nFRXidzHn4O9p1EMqrKjHF4yYKyksxxdIR53sNR9frJ1FcUS4UOYYt6IUB07ti18xjYMVnYvyqQdhyczGmOa1CeWmFwGvauJnj7tHniPCNhai4GH5ZOxhbbi7CNOfVKC0qgxRDku4jNigRy/txFHaq3w2X52FBly2orhZuOdthUzui/zhX7F5+FWlJbIyf3x2bj0/C9N57UV5Wj0xOLXD3vDciAhMhJiaGiYt6YMvxyZjeZw9Kixv3sx89yAlD+tph6/6HSGXlYvJoN+xeNwzj5p5AWXmlwGvc3cwxZ1In7D7sgZCIVAzrb09fM3r2ceTkFkFVmQkVZSb+OPUScYlZ0FSTx5IZ3ejja3bc4evr/tMgtDLTgrGhWqPI8/ElcPUvYMxcjjL47CawfxWw8Tggr1i3/fvnwI0TwIRFgHErgJUMnNoFiIgAw6dz2qw8AFRV8e4T6iuyb4UI7NujyUPK1Xwf/yn76thudrj5Jgh3vUIQm8rG1nNPUVJWgQFulgLbj+pii3fBcTj75BPi0tg4fPsdwhLSMdzdhk95vOcVgk8RSUjNysPNN4GITMpA6xaa9HlKgfz1yD28CYhBUkYuPoYl4tBNT3SwagEx0YbfrOM72uG6dxBufQxBDIuNjdeeori8AoOcBMsUnMjCnrtv8OhzBMoqBC/Ik9wdkZZTgDWXntCWx2R2Ht5FJNAKpTCY5GSHy/5BuB4YgqgsNtY+eoriigoMtRIsw+I7j3DBNwCh6RmIYWdj5QMPiIqIwMVQn9sms7CIb+tiZgzv+EQk5jS+DFMsnHAp0h9XowMRlZuFVd6PUFxZjuEmVvVeQ413X/t+2Ov/Fon5/FYJykI47ull3I8PQ0wem1Y21354AitVLWjLCqcO2Ej99rib/B4PUn0QV5iOnWE3UFJZjr7ajvVeQ+kS7LIC7pZdxm/NrH2O2tqptYJvdjRSitlCkWGKpQMuhQXgamQQInOysPLtE1p5G24m+D7yTk3E4/hIROWwkZCfg5PBvghjZ8BRU4c+30JeCXYa2ljl6YGAzDTE5GZjlecTSIuLY4Dx35heGsigmd1wcdddeD/4jNjgJOyccQwqmopw7WtX7zWrh+yFxwVPxIel0Mrf7pknoKGvClMbQ/p867am9P7umccRF5JMb7tmHoeprSFsOlpA2Awc74ZLh5/D+1kI4sLTsOvXy1BRl4dr11b1XrNmykk8vfkJCVHpiA1PxZ7lV6GhowTT1rqNPr7h/exx5oo33n6IQnR8Brbsf0Arde2dTeu9ZsQAB9x9EoAHz4MQl5SFXYefoKS0HH26cO632IRMrNl+G14fo5GSlgPfwAT8df4NXB2N+db+/cee4+ZDP6SwGs8K7XEDaNcTcOsBaBsAY+YBklKA52PB7aNDAJPWgLM7oKoJtLYHnDoBseG8NnKKgIIybwt8D6hpVcOs/mWO0Ez5zyiG4mKiaGmggQ+hCXw/bNR+G2MtgddYGWnhfQivPcW74Hj6eA0B0anoYGMENUVZet/BXBf6GkrwDo6vdyxMGSkUlpShstbT14/K1EpXA94R/DJR+9aGgmX6Fjq1NkJIIgu7x/fByw3TcWXRGAxpK/jHtaFQLrzWmhrwiq0lAwCvuATY6nybDDIS4hAXFUNuiWCLpgqDgU7GLXDNPwjCGL+liiY8U+P4xk/t26lxFAxBzLdyo61YV6I4IQf/hJykFKqqq5FX1vhWW3ERMZjJ6cCHzbOmVqMaPuxItFY0qPc6GTFJXHNbgevtVmKb9QS0kNWot62SJBOuqha4n/wRwoCahzaqmnibEs83D2+T42nl7ltw09aHkYIS3qcl0fuSYmL0a2llJV+fZZWVcNBofOWEQtNQDcqaivB7yXNnF+UVI8wnBhaOxt/cD0NBhn7Nz+ZYeynXMbU41LY4lpeUo7qqmlYahYmmrjKU1eXh58W7v4oKShHun4iWtvXfX1/DkJOmX/Nz67fC/whaGgq0EugTwLt3KFdvaEQqWpsLvnfExUVhZqyJT7WuodZeH//4eq+hYDKkUFTU8LX/76AM2QmRgEWt5whRUcDCFojh3VZ8UFbC+EggNoyzn5EKBH4E2jjW/x7ezzmKJ2VVbA5ZyT9za+40OVeytJQkrCxMkJ2Xj8gYfheblKQE+nVvh2v3Xnx3v4pMGVqRysrjX1SofUNNJYHXUHGI7Hz+9uy8QqgoMLj7VIzi6nFd8WjnNFRUVNI/3pvPPoVfZHI945DGlL7OuPG64e40JdkvMn01Rmq/hbpgmb4FXRUFDHe1wplXvjj67AMs9TSxfFBnlFdU4Y5PPSvLD6LEkIG4qCgyi76SobAIxirfJsPSzu2RXlAAz1rKZW0Gt2mFwrJyobiRlaQYnPEX87tbM4oLYSwv+M8iOajr0tbE3vdOftN7SImKYbldZ9yJDUFBeePEpdZGQUKWVqzZZfl8xykrn4GsusBrEooy8FvoVUTlp4IpLoNRBh1w2HEWxr3bg4zSXIExiUWVpXiV0fjKOYWS9Jf7qJj/PsosKYKxonK918lJSOL96Jm0Ekj9WK/x8qCVSYroHDaS8nOxzLE9VnyxPk62dIA2Ux7qDFnhyKHOsQjnpPPH/VFxgEoaCt/Uh4iICGZsG4Xgd5GID+WsQ2EfY1BSWIpJG4bh1Mbr1B9DxaT1QyEmLgZlzW/r90dRUmPSr9lZ/BZlal9JlXPuW2SavrIvgj/FIT6yceOcVb481Gfn8H+H2bmFUFYSPM8Kcpy1l53Df79l5xbBQFe53msmDHfBnSf+ECYFeZTLVwTyivzKp5wSkCo4ZJi2FFLX7VjMUXCrKkXQsU81eo8S3P6zF0CFO7t2F4IAhP87TUoxNNLXxsUjG6GjqUbHvHzwC8XM5TuQnplNn5djymLvhvk/pBgKi5HuNrA00sSCg7dpV7KdmQ6WjaZiDAv5rJMUstKS2D93IGJSsvDXXW80VSg3J+VyPvDAk94PS86AiZYKhru2aXTFsKFMa+uIPhbmGHv+Km3JEcQQ69a4Exxa7/mfiay4JPa69cWKd4+QXVo3fvJrqESU3zsOpCNkVr+vxw/0fyA4N4HeagjMjcN5lyUYoOOMYzFP6rTvo+2IJ2l+KKsSHL7w/4JStHvdPE3Pi5uOPlY7d0ZCfi7tZq6orsL0p7exo0NPBI6fh4qqKlppfJEY02gRS52HtcW8feO5+2uH72twn7N3j4WhhQ4W99zGPZablY8tEw9jzp5xGDCjC20pfHntPSI/x/HFjTUGnfvZYO6GQdz9ddNPNbjP2esGwNBUE0tGH25wX906WGDJTJ5Gs2zzdQgbhowkdqwZTMcanrjkhaZGuD/w8BLoJBIqJjEjpRqXDgMK54G+Y+q2f/sYsHQEFJvJnwSuIjGGzVcxXLVgIsKiEtBr9CLIy8liw9KpuH1qB4ZOWYnktIwG9Z1TUIyKyiqoyPOsfRTUfuZXVsQasqgnRjn+9sryssj64sqQkhDD7EFuWHLoLt4GxtLHopIzYa6nhnHd7fkUQ4aUBA7OH4TCknK6PTWWhpJd+EWmr8ZI7X9tRfweMvIKEc3izxak4he7WjW+yym7qJj+wVVlfCWDLAMZBX8vw2Qne0x3ccCEizcQniE4U9FBVwfGKspYcOs+hEF2aRFn/DL8lgUqKzajpG7ShoGcIvTkFHHMfSifIk4RNfZXuN/6CwkFOVyl8I+OA+kklVEeF4RiLaTILS9ERVUlnY1cG2VJJrK+siLWR2V1FSLzU6DLUK1zzkrRkLY8rgs8D2GRXfLlPpLhv49UpRm09bY+KJUo/kuGcQg7HSaKKphl7UwrhhRBWSz0vnmatixKiImBXVKMW/3HIDCzcaxW3g8/I+xTDHdfknL5Up4FdXmwWTzLq6KaPGICBVvEazNr5xg497DGkt6/ITOF80Bdg+/zYEyyWQ55ZSYqKytRmFuMCxF7kRb3oVFk4cr0PARh/jzTlIQkxyWvpMJEdgbvfqL2o8P+OXN/5pr+cOrUEkvH/olMVsMzqKk4QipZhDs+iS/jU5RF1hfXO4UyVbkiVnAmeG4+Z+1VVuS/35QUGHx9UMhIS2DXuqEoKi7Hqt9uobIR1v6/g8ooFhWtxteJ8/nZgEI9Tpjbp4G2XYD2vTj7ui2A0hLg7H7QVkPKFV1DFgsI9aPmRYhCEP6vNClnuIN1S2w7cBrsnDzEJaZiwryNeOnli5snfoO+Tv3xS98C9SUOi2fB0UKPe4z6Pab2A6MFL04BMalwsuAlNFA4W+jTxynExcQgIS5Gu49rQ7mkan7sayyFfywcjPLKSiz64zbKKhrHckXJRJWPcTbll6mtqR784/55wa2Pz3EpMFTnd4cYqikhld34ZS3Kq6oQnMaCi2EtGQC4GujBL7l+GaY6O2C2mzMmX76JoLT6f6SHWbdGYCoLYenCKXFBjT8oKw2uWpwgf+74NQ3gm1E3nIDKgO1+5xh63zvB3Z4mRuJdWjz9/9SiPD6l0FBOCWM8LtIZtMKioroSEfnJsFc2qSWDCL0fnFN/rGxtRCECI6YmMkvr3iN9tZ0QlpeEqIIfvye/ZR4CM9PgRkXa15oHNx0D+LJSvrkfSo6a2MLa5JeX0UqhobwirFQ18SS+ccISigtKkBqTzt2o5BF2Wg5sOrbii61r6WCE0I/R/6gUUgkqy/rtoLOZ6yOPXUArhdYdWkJRTY5OcmlMigvLkJqQxd2o5BF2eh5sXHj3F0NWCubWegjzi/9HpdC1W2ssn3AUrKTsxhlfSTmS03K4G2XFy2IXwN5Kn8/CZ2GmheBwwfdORUUVIqLTYG9V634TAb1f+xqqnz3rh9NhRsu33Kg3w7kxEZcA9E2BsFpVyKqqgNDPgFE9uT5lpXVjBbnK4FcGZc8nnESUNs6NPHBCk6FJKYbSUlKo+Mrdt2LrYXi8/oAbx7fByODbgsjr45yHLwa1b4O+Lq1gqKmMFWO6QEZSAnc8g+nzGyb1wJxBbtz2F5/5wbW1AZ3NTMUhTuvXFq0MNXDlOWchpRJIfMITMX9oe9ib6UJbVR79XFuhj0srvPCL4lMKqXqHm0570PuUlZLaaiuPPwoVBzikbRv0d2iFFurKWDOUI9OtDxyZtozqgfl9eDJRcTHm2mr0RllA1BWY9P/1VBX4+rQy0MSULo708d525vR7XPIUTmzMiQ++GGHTBoPatKKtext7doGMhASuB3Bk2NG3BxZ35Mkwra0DFnRwwYoHT5CUmwdVWQa9MSQk+PplSkqiZ0szXBVC0kltjoV+wChTawwxsoSxggq2tO0Bhrgkrn5JLNnt1he/2nak/19aVYmInEy+La+sFIXlZfT/KQWHUgoPdxqENiqaWPD2LsRERKEmLUtvVJKFMLiU8Ab9tJ3QU8seBgx1LGk5iE4uuZ/qQ59f3XoEphv35Laf2KIrHJVNoS2jTCeurLUcBU1pJdxL4bc+McSk0FnDCneTG9cqJYhjQT4YaW6FIaatYaKojC1u3cEQl6CzlCn2dOyNXx14tTUoy2A7HQPoySnQ7ae2ccAg01a4VauOYe8WZmirpUe36aZvgnO9htNK4Zsv5WyEwc3DHhi1tC/a9rKBYSsdLDkyBVlpOfC658tts+3OEvSb6s7nPnYf7oLtU/6klU0qVpHaJKV534luY9rRCiZVz9B9eFusOj0LN//w4Kt1KCxunfHEyJnucHa3gKGZBhbvGI6s9Dx4PeV91ttOTUG/MS48mdYNgHt/W+xYfAnFhaV0PCK1SUo1vqPryt1PmDDMBW6OxjAyUMXqBb1pZZGqO1jDvo3DMbi3LXf/8m0f9O1mhZ6dW9NxhYtndKetgw+eBdVSCofRx377/TFkGVJ0vUNqE62VlayjqQiTFur0cSlJcfr/1EYluPwo3QYDbx4CXh5AagJw/iBA5a25ffGgn9jBKU9Tg1VbTg3DDy+BzDQg5BPHimjtDIiK8SuYXk8A166AgOenJkslRH/q1txpUq7kqLgkWLcyRVQsJyuwhlW/cWrSndrfMNu1h08ElORkMGOAC62YRSRmYO7+m9wEE01lOb56XlTG8apjDzFzoCvtMk5Iz8HiP+5waxhSrPzrAeYMbofNU3pBXlYaaVl5OHTLE9e+FLhuqa+ONl+ymG9vncQ3nr7Lj9NxiQ3h8ecIKDNlMLunC1TlGXQ84Iy/biLrixtWS4lfJnV5Jq4tGcvd/6WzA719jErEpEPX6GNUfOGCk3exoE87zOjeFsnsXOy4/RL3fb+krDUyD0IjoMyQwfz2LlCTZdBlaCZfuYmsLwkp2vL8MoyytYKkuDh+H9yPr58Db97h4Fte7GafVub0U/DdEOGMu4Z7cWFQlmJgoU17bmHlCc8u04kPFDqy8t9VJ06TIYduehy3/cN+/PfMyMcX4M36Z5fi9/Kc5Q9FCVlMMeoOZSk5ROWnYLHfcW4JGg1pRT7LuJyEDJZZDKXb5pcXIzw/CTN8/qBL3dSmq6YNbbl7mta4VilB3IsJh4o0A4vs3KDGkEVIVjrGP7rGTUjRZsrxyUApjZtdu0FLlomSigpE57Kx4OV9up8a1BlMrHHuTIcKpBcV4EZUMA74vROqHFf3PYQ0Qwrz9k8AU4GBYO9IrB68hy+jWNtQHQoqPNd/vykcJXHng+V8fVHlaagyNhS6ppr4Zd0QyCnJgpWQiUu77uHGH3XjQYUi09FXkJaRxLyNg8GUl6aTSKhyNLVrGGrpqUC+VrJH39EcJXHHuen8Mi2/SpexaUwu3PxAK3BLZ/XgFLgOTcaSjdf4LHzamopQkOdke1M89wyHogKDLmJNJalExaZjyYZrdAIKhZmxBjdD+fKRqXzvN2zan0j7kmC0bE4P2FryrJUn906o0+Z7cexEZW8Dd84AedmcAtfztgDyX1zJ7AxApJb+0mc0x2J4+xSQkwUwFQDrtsDAifz9Ui5kdroI3HoIt+4l4f+LCNTtm8wMz5k0FM52rTFuzgaB57eunInxQ3tC125AvX1Us3xgP3UvmjOfji5Em0XNW4bAPQthuq15y0D99RTDM7+huRI3fjnaPf0VzRnqr6cYHOMV0W6OxE9Zip4K/Ap+c+JR7gn0MudXOJsbD8N/Q/uBzfs+enNrKV7FmaE508lZOHVY/4k774QTn10f/V2+/LmYZkqTsnn+fuJavUohxcqth/9WKSQQCAQCgUAg/EtcyQQCgUAgEAiNSVXTsoE1ecinRSAQCAQCgUCgIRZDAoFAIBAI/1oqq0mB6++BWAwJBAKBQCAQCE0vK7kxoLKSCQQCgUAgNC1ENBz+L+97xevnqjnDXZu3hfJf6Up2nLQHzZmPJxbBekHzLvXiv28hWq5v3jKErV/YrEulUGVSrO81779b5d93E1oc3I3mTOzcxeilMxfNlYfJB9HLYgWaMw9Dt6Fjnx1ozry6/ytOR7r+v4dB+A9AXMkEAoFAIBAIhH+vxZBAIBAIBAKBoqr6Z9vAqtGcIRZDAoFAIBAIBAINsRgSCAQCgUD411L5021glWjOEIshgUAgEAgEAuG/aTEc5m6NsT0doKIgi8jEDOw8/wIhsWn1tu/iYIoZg9ygpSqPRFYODl59A6/AWL42hlrKmDu0PezMdSEmJorYlCz8+sddsNj53DZtjLUwc7AbLI20UFlVhYiEDMzbcwOl5RUNlmlEO2tMcLeHqpwsIlIy8Nv1FwhKYAlsa6ypglm9XGChpw4dZQXsuPkS51/51dv3pC6OmN+vHc698sXOm68gLEY7WmOymz1UmbIIS8vA5ocvEJgsWIZhdpYYYN0Kpuoq9H5wajr2PnvL135Op7bobWkOTXk5lFdW0m32PfNEQHL9c90QxlvYYpqVI9RkZBHKTse6d8/gnyH4vXoammK2dVsYyCtCQlQUsXk5OBr4ETejQrhtVGUYWO7YER10DCEvJYX3qUlY9+4p4vJyICxGGDhhgnE7qEoxEZGXht+C7yMoJ1lg2/66tthkM5jvWGllOZwebqT/Ly4iijnmXdFO3Qy6DCXkV5TgfWYM9oc+QUYp73vR2IxrY4Npdg5QY8giNDMD618/hz9L8Dz0MDbBLHtnGCoqQlxUDHE52Tjm54Ob4aEC22/u1BVj2lhj4+sXOOnvKzQZaDmW9EbP0a6QlZdBiE8sfl9xGSmxGfW2Hz6nG9x6WUPXRANlJeX0NSe23kZydDq3zfar82Dlasp33f2zb/H78svCkWFuV/Qc5ghZORmE+MXj9w23kBKfVW97SwdDDJ3UASatdaCiLo+Nc87i3TPed4JCUYWJSYt7ws7NFLJy0gjyicPhLXf+tt9vZdLYdujbwwpMWSkEhiZjzx8eSE7J/ttrBvaxxcghTlBWkkV0bDr2H3mKsAjB99uODUPh7GCEVZtu4K13FH3MuIUaxgxrizatdKAgL4O09DzcfvAZ1+98arA8PvdK8P5GMQqyq6DRQhzdpzOgbS5Rb/sPt4vh+6AEeRlVkJEXRUs3SXSewIC4JKf0SkJQObyvFyMtugIF7GoMWSUHcxdJNAdIgevv4z9lMezmaIYFIzri2B1vjNtwjlYMDy4aDCU5GYHtrYy1sHl6H9x+E4Sx68/hlV8Uds3tD2MdjkJCoaOmgKMrRiAujY3pO65g1NozOH7XG2W1FD5KKTywcDDeB8dj4qYL9Hb1+WdUVTc8QLWHrRmWDOyAPx95Y+Su8whPzsThGYOhzBQsk7SEOJKycnHg7ltk5Bb+bd+t9TQw1LUNwpPr/0FqDHq1NsPyHh3wx0tvDP7zPMJZmTg2djCUZQXL4GSoi/tBYZhw+hpGHr+EtNx8HB83GOpystw2cVnZ2PTgBfofPosxJ64gOSeXbqPEENxnQ+hrZI7VbTthv68X+t46g1B2Bs72HAYVaYbA9jmlJfj9szcG3z2PHjdO42pEIHZ16EUrgTUc7ToI+nIKmOJxE71vnkZyQR7O9xoOGfH6F/aG0EPLEkta9cKfES8w8s1hhOel4bDTBChL8j7Tr8kvL4G7x3bu1vMZr6yMtJgEWipo4a/Ilxjx5jAW+VyEoawK9juOgbDoY2qOVe07Yv+Hd+h76SytGJ7uPwQqMoLnPKekBH/4vMfgqxfR68JpXA0Nwo6uPdFB36BO2+5GJrDV1EJagfCU2hqGzeqK/pM64uDyy1jQbzdKikqx+fwsSEjV/xzfpq0J7p5+g4X9dmPlqD8gLiGGLRdmQ0qG/4f74TlPjLZZyd1ObL4tHBmmdED/sa44uP4WFow4hJKiMmw+OgkSkvXLIC0jiZjwVBzaVP+Y1v4+Dpp6ytg4+yzmDD6I9JRsbD0xGVIyDftejBrqhMH97LD7jyeYsegcSkrKsWvTMEhKiNV7Tef2LTF7amecvuCJqfNOIzo2A7s2DYeiQt3v/bCBDqgWsN6bm2giO6cQm3fdx4RZJ3D28jtMm9ABg/raNkiekNeleHasEO1GyWDSfgWotxDDpbX5KMypEtg++GUpXpwqQvtRDEw7rIg+82QR+qYUL08XcduUl1RD3UgcPWbUvyYQ/h38pxTD0T3scet1EO6+DUZsChvbzjxFSVkF+re3FNh+ZDc7vAuKw7lHPohLZePITS+ExadjmLsNt82swW7wCoilLYmUFTA5IxevP8cgO7+Y22bhyE64/MwPpx98RExKFuLTsvH0YwTKKxoehzCukx1uvAvC7Q8hiGGxsfkqR6aBzoJlCk5kYe+dN3jkF4GyyvqtlTKSEtg2rhc2XH6KvOISCJOJLna46huEG59DEJ3Bxrp7T1FSXoEhtoJlWHrjES5+DKAti7GZ2Vh9xwOiIiJwMdLntrkXGI53MQlIys5FVEYWfnv8GnLSUjDXUG308U+xdMClsABcjQxCZE4WVr59guKKcgw3Ezx+79REPI6PRFQOGwn5OTgZ7IswdgYcNXXo8y3klWCnoY1Vnh4IyExDTG42Vnk+gbS4OAYYt4QwGGfkihuJPrid5IeYggxsDryLkqpyDNSzq/eaalQjq7SAu7HLeA8aBRWlmPH+NJ6kBiG+MBOBOUnYFnQfrRV1oCmtIBQZptjY43JwIK6FBiMqm41VLzzoeRjWqo3A9u+Tk/AkJgrR2Wwk5OXilL8fwjIz4KDFmYcaNGSZWN/RHQuePEBFleAf1sZk4JROuLT/MbyfBCIuNAW75p+FioYCXHtY1XvNmrGH8fTKeyREpCE2JBl7FpyDhq4yTK30+NqVlpQhOyOfuxUVCOe7PXC8Gy4deQHv56GIi0jDruVXoKIuB9eureq9xudNBM7s94DXU34rYQ06hqqwsNGnLY8RQUlIjsvE7xtuQ0pKAp36WDdovMMGONBKmad3FGLiMrB1932oKDPRzoXfwlqb4YMccO9RAB4+DUJ8YhZ2//6YVih7d+e/30yM1DF8kCO2739Up48HHoE4+Ndz+AclIjUtFx4vQvDwaSA6uJo1SJ4Pt0pg00MK1t2koaYvjl6zZSEuBfh7lApsnxRaDl0LcbTuJAVFDTEY2UmiVQcppETyfiOMHSTRaRwD5q5SaG5UQfSnbs2d5i/BNyIuJoqWBhr4EBLPPUY9wFH7lEVPENTxj7XaU3gHxaGNiTb9fxERwM3aCAmsbBxYNBiP983AydWj0NHWmNueskZS/bDzinB85Ug82jsdfy4bDmtT7UaRyUJXA94RCXwyUftWhoJl+lZWDnXH65BYvK/VtzCQEBNFa20NeMXwy0ApdTa63yaDjIQ47QrMrUeBpd5jhH0b5JWUIIzVuNZPyhXcRlUTb1Nq3VcA3ibH08rdt+CmrQ8jBSW8T0ui9yXFOFaK0spKvj7LKivhoKGLxkZcRAwWCtrwzoip9X7V8M6IhpUSv2JRG4aYJB66L8bjLkuwz2E0jJnqf/s+TAkpVFVX0W7lxoaaB0t1DbxNrHUfAfBMTICd5rfdR666+jBSUsaHFJ77nHJA7enWC3/5fkQku+Huyn9CU18FyhoK8Hsbzj1WlF+CcL84tLRv8c39MOSl6df8HJ7Fh6LzIAdcCtyGw89WYOLyfpCSbnwLtKauEpTV5OH3juMupSgqKEV4QCJaWvMe3r4XiS/Wu/JSnrJCWeHKyyrQ2o5nbf9etDQVaCXw02fed7iwqAyh4alo3VLwd1hcXBRmJpr49Dmu1lhA91H7GikpcaxZ2hf7DnuAnf33HpoaZGWlkJf/49+RyvJqpEZVwNCGZy0WERVBCxtJJIeVC7xG10ICadGVSAnnnM9Oq0S0TzmMHYTjofivM3FEb7x/cAwx76/j3tldsLGs/wGEYsqY/nhz6zCiva/B59EJrF8yBVKSwpub/0yMoaKcDK1IUQpabah9KkZQEFQcYpaA9iryHFeBshwDstKSmNDbCYdveOL3q2/g0sYQO2b3x8wdV+EbkQQdNUW67dQBLjhw5TXCE9LRx7UVDi0ZipFrziAx/cdjxpRkOTJl5fOPkdpvoaH0w/32tDWDha46Ru+5AGFDuXbFRUWRVcAvQ2ZhEVqofpsMi7u1R3p+AZ9ySdHJrAV2D+0NGQkJZOQXYtKZG8gpalylREmaM/7M4q/GX1IEY0XB9xWFnIQk3o+eSSuBlVXVWOPlQSuTFNE5bCTl52KZY3us+GJ9nGzpAG2mPNQZje/GUZJk0Io1ZfWrTVZZAVowBVtY4woysc7/FiLz08AUl8YEYzecdpuKwa8OIr0kr057SVFxLGjZHQ9TAlFYUdr4Msh8mYci/h/fzKIiGCv9zTxISuLdL9PpeaBCO9a8fIa3iTwFYYa9Eyqrq2hr4s9ASV2efqWsebXJzsznnvsnREREMH3DEAR/iEZ8eCr3+MtbPmAlscFm5aKFhQ4mreoPXWMNbJ56rHFlUJXjjDmL/37KziyAkhrn3I+QGJsBVko2Ji7sgYPrb6KkuByDJrhBTUsRyg3ol4oPpPhacaNcvMpKTIHXKMgz6LU3+yvFm7pGX493v82Z6o6g0BTaEvkttLbQhnv7lli2/jp+lKK8alRXAbKK/HF11H5WkuDwJcpSWJRXhTPL8ugnqqpKwLaXFNyGCw6HIfw4/bu3w7rFU7B8yx/wDYzA1DH9ceHQRrQfMANZ2bl12g/q1REr503A4vUH8NE/FMYGOti7YT79ULRh93H8JxRDkxa6sLcyxyf/cETFJcHEUBeTR/ejtePr91/C82MAmgrUUxjFK79oXPTgBKNHJGbAylgbgztb0Yrhlya4+TKAdmHTbRJewdFCn3Zh/3H9LZoSGopM/Dq4E6YfuoGyRnB1C5up7RzpJJPxp67WGe/72EQMOnKOVj6H2bXBvmF9MPzYRbALeW7+/xcF5WXodfM0ZMUl4aajj9XOnZGQn0u7mSuqqzD96W3s6NATgePn0e5LSml8kRhDW7CaAgE5ifRWg392Am52modh+o74I+IZX1sqEWWn3QhaYdkSeBdNiYKyMvS5dBYMCQm46eljdfuOSMjLod3Mlmrq+MXaDn0vnxXa+1MWvLnbR3L3140/0uA+Z28dBkNzLSwZtI/v+MPzXtz/x4Wlgp2eh9+uzIWWgSpS4zN/+P0697XB3PUDufvrZp6GMKisqMLmueewYPMQXH2/DpUVlfB7F42Pr3nW1W+ha6dWWDynO3d/eQOUsL/D1dkEdlYGmDLv1De1b2Ggiq1rBuPUBS/4+PEskT+D+IByeF0pRs+ZstA2F0d2SiU8jhbh7cUitBvV/JXDyp9e4Lp+po0biAs3HuPybc46uWzzIXRp74hRA7vh95PX6rR3sG6Jj59DcfMhJ/kzKSUdtx69hl0bcwiLJqUYdnK1w8l9q1FYVAwZaSlMXrQVBzYvREhELERERHHx8EaMmrn2h5TDnPxiVFRWQfmLta8Gaj+rniQM6riKoPZfrIh0nxWVdBZybWJT2bD54irO/NI3FdNYGypmUVP5x59yKbILOTKpyPGPkdrP/MrS+a200tOAipwsLi3hJQlQT8b2RroY2c4GjksONErSTA3ZRcW04qPC5JdBVZaBzK+siF8zydUeU9s50JbACFbdH7bi8goksHPpzT8pDY/mTsRQW0v89fZj442/hDN+KouYb/zSDGQU1+86oj7B+C8ZxiHsdJgoqmCWtTOtGFIEZbHopBPKsighJgZ2STFu9R+DwEzBmdoNkqGsCBVVlVCR4reOqEgykfmVFbE+KGU2LDcVerLKdZVC+xHQYihi6rsTQrEWUmQXf5mHryyqqgwGMr6yItaZh1zOPFDJKiZKKnSmMqUYOmrrQoXBgOfEaTx5REWxql1HTLKxQ/vTDbe0UXGEYbWUgJrkDMqylp2ex2eFiw4WnCFem5mbh8GpqyWWDt6PzNS/90aE+XLeV8uwYYqh9/MQhAXwHhIkJDkuXyUVJp/lU0mViehQngXzR4gKSaGTThhMKUhIiCM3uxB7L81CZDAnDONb8HwfhdDwlDouaspyWNtqqKQoi6gYwd+33Lwieu1VUuT/3lPX1PRhZ6UPbS1F3Lsyn6/NxpUDERCchAUrLnGPGeipYM+WEbj7yJ+OdWwIDHkRiIgChTn86zS1L6sk+NHy1bkiWLpLwaYHJwRB3VAc5aXAg98L4DZChmsEITQMCXFxWFmY4PcTPAWQsvy9ef+ZNogJwsc/DIP7dKLdzZ+DIqGvo4Eu7Rxw7f4L/CcUw0XTR+Lw6RvY8cc5DOjRHn9sW4IzVx9i+++cJ/YVc8djzqShP6QYUl/isHgWbamjLHw1MYLUPpUhLIjA6FT6/EUPnhvJubUBAqNSuH2GxLFgoMnv8tTXVEJqFmdBTMnMQ3p2AQy0vmqjoVSn7M2PyBSaxIKzqR5eBPJkcjbTw6U3/j/UJxVTOOS3M3zHNozujjhWNk4++9ioSiFFeWUVglNYcGmhh2dhPBnaGunh/If6ZZjs5oAZ7Z0w5dwNBKV8m7JEJahIitefZfgjlFdVITAzDW7aBngSz3EXUUuom44BTgd/e0kTUYhwYwtrk19eBpQDhvKKsFLVxO5PnmhsKqorEZqbAmdVI7xgcUq1iECE3r8U9/6bx28qr4G36RF1lEJ9hgqmeJ9AbrnwLLXUPASls+Cmqw+PGN48uOrp40yA4O+3ICirZs083AwPgWcttzLF6QFD6HI210KCGmXcxYWl9FYbytVr084cMV8UQQZTGua2hrh/5u0/KoWuPa2wbNgBsBL/OR7SuDUnyYayHDZIhqIyFCfwvx87Iw82bY0RE8ZRBBmyUjC30sP9S992P/0TVMwiUAptAxWYWurg7AGPbx9vcRmSi8v4jmWxC2BnbYCoGE55H4aMJCzMtXD7geAQgoqKKkREpcHexoBbeoZat+xsDHDzHud7f+Hae9x/wv9bderQJPxx9Dk8P3DWOgpDfRXs3ToSj58F4diZN2goYhIi0DIRR5x/ObecTHVVNb1v31dasDyl1fT4a0Mpl/S11ZzvUnOmqolIoKwkD3FxMWRk8ZdByszKob2jgqAshcqK8rh1cju9LlMPRKevPMDB41f/G4qhmZE+5q3eS///zpO3OLB5Ee578H4Ibzx4iREDuv5w/xcef8K6KT0RGsdCcGwaRnWzg4yUBNfFu35KT2RkF3Ddu5c8fOlEkTE97PHWPwbdnVvCwlADW0/zFqGzj3ywdUYf+EUkwycsES6WhmhvbYQZO65w25x79BHTBrjSWcuUq7mvWysYaClj2aGGu9XOvvTFptE9EJyYjqCENIztaEtnFN96z5Fp85geSM8twIF7nlzrH1XLkIKyRKkrMGGuo4ai0jIkZuaiqLQcUWn8i3xxWTlyiorrHG8sTr3zxW+DeiAoJZ2uMzihrS0dF3jDjyMDdS49rwB7nnFkmOLmgHmdXbDk+kMk5+RB9Yu1saisnN6oZJQZHZzxPDyaji2kXMmjnayhIc/Eo+DIRh//sSAf7O7Qm84g9s9IxaTWDmCIS9BZyhR7OvZGWmE+dvhwFn3KMki1pSyGUmJi6KxnhEGmrbDak3df9W5hRlsJqTI1LZXUsM7FnVY83yQLx8V0NsaLrksYnJtM1y4c28IFMmKSuJXI+ZHbbDOEjh08EMYZ43TTTgjITkRCERty4tKYaNwOWjKKuJHwiasU7rIfSSe1zP1wDqIiolyLZG5ZMa2MNjbHPn/C7q49EZCeRtcupKx61DzUKHG7u/VEWkEBdr7jfL9n2jshMJ1FWwwpZbCzYQsMMreg4wxrytlQW20oq2RGYSFicv6+vl1DuHXsJUbO64HkmHRawRu3tC+yWLnwesxTMrZdngOvhwG4e+o1vT9763B0GmiPjZOOorighBvLV5hfQtc1pNzFnQbZ4+OzEORlF6KFhTamrx+MwHeRdOZzo8twxhMjZ7gjOT6LjmscN68bstLz+TKOt52YTO/fvcCxkEkzJKGtzysFpqGrBKOWWsjPLUJGKif2ql0PS+SyC5GRmgNDM03MWNmPrnXo69Ww7/XV2z4YP9IFSSnZSEvLwaRx7Wll8e07Xr+URe/NuwjcvMdRFq/c9MGKRb0RFpmGsIhUDB3gABlpCTz0CKTPU5ZDQQknrIw8pLFyue7jvVtH4KNvHK7c8uHGO1ZWViE378cfpJwGSuPu3gJomYpB20wcH26X0OVmrLpyMorv7M6HnIooOk/kvJ+JkySdyaxhJA4dypWcWonX54pg6iQJUTGOUlVWXE0fryGXVQlWTAWkmSJQUG/cB24CDxcHS8ydPAwrtx6Bb2A4DPW0sOnXaWBNZWPf0cv/fsWQoqbWE/VaWlaGvIJaJTCKiiH3lcvxe/D4GAFFOQamD3SFigKDVtLm7b3BTUihXLvUk1UNAdGpWP3XA7owNVWWhipwveTgHUQn8xSkl75RdNmbiX2csHh0ZySksbHsj7vwj+QttpTFUVJCHItGdYK8rDRdP3HO7mt0aZuG8tgvgk5CoYpWq8oz6JqDs/68CfYXN6ymkhyflY9SBK8sHcvdn+juQG8foxIx5fe68Q0/g4fBEXTNwrmdXaDGZCA0LQNTz91EViFHBm0FOb4aYKMcrSApLo4DI/rx9fP7y3f4/aU3Kqur6cSVA9b9oMSQRk5xCV38mqpnSJWuaWzuxYTTNQsX2bnRhZVDstIx/tE1bkKKNpN/DihlZbNrN2jJMlFSUYHoXDYWvLxP91ODOoOJNc6doSoji/SiAtyICsYBv4a5mP6Ox6lBUJKSxSyzLnSB6/C8VMz6cIZbgkZTRoHOKK5BTkIGa60G0m3zyosRkpuCCZ5H6VI39Pil5dFZ04L+/9WOs/nea/K74/DJanwF935kOF2zcJGzGx2KEJqRgYl3rteaB3n+eZCQwMZOXaDF/DIP2dlY6PGQ7uf/ydVDT2klad6OUWDKyyD4YwzWjD3El41LKXryyjy3ed8J7enXHdf53Za7F56jy9iUl1fAtp05Bk7pTNcLzEjNxtsH/nRZHKHIcOw1/T7zNgwCU14awb7xWDPtJJ1BzJVBXwXySrz13LS1Dnac4bntpy/vS7963PyEPSs5axOV7TxtWR+60DU7Mx/Pbvvh4uHnDR7vxWsfICMtiSVzu4MpK43AkCQsXXMVZeU8RYhyC1NJJzW8eBMGRQUZujA2pdBR1sala6/WSUj5Ozq6mdPu5+7uremthlRWLkZO+vOH5aFKzRTlVuH1uWIUUgWujcQxYqMcmEocMyBVxLq2e7jdSBnaYkgpg/lZVWAoiMLESYIuT8MdU2QFzq/kWZefHuPI2aaLFPotFJyk01RoKjGG7Ow8OvxMTYXfg6iqooiMTMEPm7/OGovr91/gws0n9H5YVDwYMtLYuWYO9h+7IrA+ZkMRgbp94/f6g3hcPoAt+0/hpRfHSmFurE8noFBPTxROtq2wf9NCuPSdWm8f1SwfOE7ag+bMxxOLYL2AYzltrvjvW4iW65u3DGHrF8Lg2E40V+KnLIX1vTVozvj33YQWB3mFs5sjsXMXo5fOXDRXHiYfRC+LFWjOPAzdho59dqA58+r+rzgd6YrmzMR2/C78n8WR1z+3KPeMDvXHNVPlaT4HRWD19r+44SsfH53AqUv3BSafPLqwl45B3LKfl9Q1sGcH7F43D6Zuw1ElhNqqTcpieObqA/pPytUQHs1ffsS9nT08PzSdrGQCgUAgEAhNm8omVLL5r7O3sG/TQviHRMEviCpXM4C2AF66/ZQ+Txm/0tKzsO0gJ9bf4/UHTBs7EEFhMXR5mxb6Wlg6awx9XBhKYZNTDM9eq1sZvja/HRRe2QgCgUAgEAgEYULlT6goKWDpzDFQU1VCcHgMxsxah0w2p4qAjpYaX8gLFUdIuYt/nT0WmuoqtDuaUgp/+5KU+69XDAkEAoFAIBAak6rqppGVXMPJy/fpTRBDp6zk26dC6fb8eYnefhZNx75KIBAIBAKBQPi/QhRDAoFAIBAIBAINcSUTCAQCgUD419KUkk+aA02qXE1jQJWrIRAIBAKB0LQQ0XD4v7zvvleKP/X9FnT8+z9H2dT5V1oMnSY07zqGH04vgs3c5l0D8PPBhWi9vHnLEPzbQrT4vfnW0Iudsxhm1zahORMxdA1Mdjbv73PU0kXoZbYMzZWHEdvRs80qNGceBW5B5x7b0Zx58XgZtgRzin4Tvo+qJlLgurlAPi0CgUAgEAgEwr/XYkggEAgEAoFAUYmmVa6mqUMshgQCgUAgEAgEGmIxJBAIBAKB8K+FxBh+H+TTIhAIBAKBQCD8Ny2GQ7tYY2wvB6goyCIyMQO7zr1ASExave27OJpi+mA3aKnKI5GVg9+vvIFXQKzAtssndMFgd2vsOf8Cl574cY+bG6hjzvD2aNVCg/4biM99IrHvwisUl5Y3ikwj2ltjQhd7qMjLIiI5A9uvvUBQPEtgW2NNFczs44JWeurQVlHAzusvcf4lb6wUk7o5oou1CQw1lFFaXgH/2BTsu/0W8enZEBaj2lrjl472UGXKIjw1A1vvvEBgUj0yqKtgbncXtNJRh46SAn67+xJnPfllYEhKYF53V3RpbQJlJgOhKel0u6B6+mwo49rYYJqtA9QYsgjNzMD618/hny74vuphZIJZDs4wVFCEuKgY4nKyceyzD26Ghwpsv7lTV4yxtMbGNy9w0t8XwmKMsQMmm7lATZqJsFwWNvk9QkB2yj9e10e3Nfa2HYynyeGY9e4K9zhDTAJL2nRBV21zKErJIKkwB2eiPuBSjPBk+JqxttaY4ugANVlZhKZnYOOzFwhIEzwv3U1NMLOtEwwUefNy4uMn3AoRPC8/k3HzuqHncCfIyssgxDcOv6+7iZT4rHrbD5/eCW7dLaHbQh1lpeUI8YvHiZ0PkByb+fPGPLsLeg1xhKycNEI+x+PgpjtISah/zJb2hhg6sT1MW2lDRV0eG+afw7vn/J+9tIwkJi3sARd3C8grMJCWnI3b59/hwdUPDR7vL+PboU9PazCZUggKScbeA0+QnPL3a97AfrYYMdQZysqyiI5Jx4FDTxEWnsrXppWFNiZP7ACLllqoqqxGVEw6fl15BWVlFXztJCTEcGj/OJgYa2DKzJN0fw0h7GEOgm9lozinEsqGknCaog5VU2mBbR+vSQIruLjOcR07Brqs1qH/73kwDdEv8vnOa9sw0HUt53xThsQYfh//KYthVyczLBjVEcdue2P8unO0YnhgyWAoyckIbN/GRAubZvbBnddBGLf2HF75RmHn/P4w0lGp07aTvQksjbWQnl3Ad1xVURa//zoUSek5+GXjRczbdYO+fu3UHo0iU3c7Mywe1AF/PvTGqB3nEZGciUOzBkOJKVgmaUlxJGfmYv+dt8jILRTYxt5EF5ff+GP87kuY8cd1iIuJ4vDswfS1wqCnlRl+7dsBh556Y9jB8whPzcSfkwdDWVawDDKS4kjMysXeh2+RkSdYho1DusHF1ADLrzzCoH1n4BUZj2NThkBdXrbRx9/HxByr2nXE/o/v0PfyWYRmZeB0/yFQkRE8/pzSEvzh8x6Dr11Er4uncTU0CDu69EQHfYM6bbsbmcBWQwtpBfwLcmPTW7cVVlh1w+8hrzHw6VGE5bBwvP1oKEsx/vY6HYYClll1xceM+DrnVlh3R3tNYyz5eAu9Hh/G6cj3WGvTC+5aZvgZ9DY3w8pOHXHQyxsDzpxDWEYGTg4bDGWG4HnJLSnBIe8PGHb+EvqePoPrgcH4rVcPtDesOy8/k2FTO6L/eDccXHcTC4b9jpKiMmw+MRkSf/N9bONohLvn3mHh8D+w8pdjEBcXxZYTUyAlI/FzxjypPQaMdsGBTbexYMxhlBSXY8ufE/92zJTSFxuRij+23K23zbRfe8PBzRQ7l1/FtAH7cOucF2av7Iu2nVo2aLwjhztj8AB77D34GLPmn0VJSTl2bB1OK2v10bljS8yc5o7T5z0xbfYpWpHbsWU4FBUYfErh9i3D4fMpFrPmncXMeWdw644vqqvrlg+ePrkTMrP4fz9+lNi3+fA5mQnr4crou0sPSoZSeLoxGcU5/MpoDZ1+1cKw4y24W/99+hARBQxc5fjaadsy+Nq1X6TZKOMlNC3+U4rh6J72uPUqCPfeBCM2hY3fTj1FSVkF+nWwFNh+ZHc7eAfG4dxDH8SlsvHnDS+ExaVjeFcbvnZqSkwsHtsZa/98iIqKSr5z7WyMUFFZiR1nniEhLRuhsSz8duoZujiaQVe94UU3x3W2w413Qbj9PgQxaWxsvsyRaaCLYJmCE1jYe/sNHvtGoLxC8CIx+/BN3Hkfgui0LFrRXHvuCbSV5dFKTwPCYEI7O1z7EIRbn0IQnc7GhlscGQY7CJaBsvrtfvgGDwMiUFZZVwYpcTF0szTF7gdv8Ck2GQlZubTSmZCZg5FtrRt9/FNs7HE5OBDXQoMRlc3GqhceKK4oxzCLNgLbv09OwpOYKERns5GQl4tTAX4Iy8yAgxb/k7eGLBPrO7hjgccDVFRVQZj8YtYWV2L9cCPeH9H5mVjrex8lleUYash/r9dGFCLY5TQIB0JeIbGwbkFXWxVd3IwPwIeMeCQX5eJyrB9tibRS1sbPYJKDPS4HBOF6UDCisthY8+QpissrMMxS8H31PjEJHpFRiGazkZCTi9O+fgjPyIC9zv/XIjJwQjtcOvQc3s9CEBeehl2/XqEtaq7dWtd7zZopJ/D05ickRLEQG5aKPcuuQkNHCaatdX/KmAeNdcPFv17C+0UoYiNY2LnyKlTU5ODqblHvNT5vI3D64FN4PQ+pt00ra308veOHAJ9YsFJy8PDaR8REpMG8TcPkGjrQAWcvvoPnuyjExGZg2457UFVhop1r/Q8xwwY74v4jfzx6Eoj4hCzsOfAYJaXl6NWD972fPb0Lbtz6hItX3iMuPhOJSWy8fB2G8nL+3wknByM42LfAkaMv0BiE3s2GaTd5mHRRgKKeFNpOV4eYlAiinucJbC8lJwYZJXHuluJfBHEpURi4MvnaiUmI8LWTYtavOBOaL01eMYz7eAMmLRq+mFFWr5aGGvgYzLNsUA9t1D5lGRQEdfxDrfYU3kFxaGPC+2ETEQE2TOuJcw98EJNc100iKS6Giooq+r1qKP3iQrA2026wTBZ6GngfnsAnE7VvZShYph+BKS1Jv+YWlaCxkRATRSsdDbyL4pfBOyoB1gY/JoOYqCj92ZR+pfhS+7aGjauUSIiKwlJdA28Ta42fcrskJcBO89vG76qrDyMlZXxISeYeoxwfe7r1wl++HxHJrt/91hhIiIiitaIWvNJj+WTwYsXCRqX+796cVh3ALi3EtbjPAs/7ZSWhi5YZNKQ5VgdnNQMYMpXxlhUDYUPPi6YGPOPj+WWKj4et9rfNi4u+HlooKeNjUhL+X2jqKUNZXR5+7yK5x4oKShDun4iWNvrf3A9DjuNCzM8tgrDR1FWCspoc/LyjuceKCkoRFpgEC+tvH7MgQvwTaOsgpRhTWDm2gI6BKj55Rf1wn1qaClBRYeKTbxz3WGFRGULDUtDaQvB6QVlgzUw18cmX//fE1y8OrVtxHiQoyyFlMczJKcTBvWNx/dIc7Ns5Cpat+R80lBQZWLKgJ7buuEcrlg2lsrwaWdGl0LLiWS5FREXo/Yzwb1vDo57lwbAdExLS/CpCWlAxrkyMwa05cfD+Mx0l+fwKblNOPvmZW3OnycQYrls8ud4f+TmThiI7h+NK27D7+A/1rygnQysL7K8WRmrfQEtZ4DVUHCI7r2575VqugvF9HGlrzmUP/hi3GnxCE2n3NRXXeOmJL2SkJDB7eDuum7khKMlyZMr6aoxZ+UUw1FBCY0ApvkuHdIJfdDKiUxtfQVFkfJGh4CsZCorQQu3HZCgqK4dffApmdHFGTDqb7qu3tTms9bWQkNW4f6pISUYG4qKiyCzmd2lnFhXBWFHwfUUhJymJdxOnQ1JMjI47XfPqGd4m8n5kZtg7obKqirYmChslKQZHhhJ+N1ZmaSGM5FUFXmOvokdbEwc8/avefjd+foTNdn3wpu8ClFdV0u6z1Z/uwyeTp0QLi5p5ySoqqjMvRsr1zwtTUhKeM6dx52WdxzN4xgt/vPWhpMpRqrMz+eeG2ldS43fz1YeIiAimr+qH4E+xiI8UToxtbZRUOOPK+cotSu0rqfJboL6Xw1vvYt66gTj/bBkqyivpOdq//iaCPvGUuu9FWZkzpuwc/u9wdk4RHTsoCAV5BsTEROtek10EfT1OqJGWFscjNGFcO9oSGBXNQveultj920hMmn6CG7+4bEkf3Lnvh4jINGhocBTehlCaX4nqKkBGkd+aJ6Mojrzkf34wyIwsQU5CGVxn83uItG1loe/MBFNDAvlp5fA7n4Vnm5LRa5seRMVIDN+/iSajGE4d0x8hEbHIzS+ss6iZttBDUXGJwLiM/yctDdUxspsdxq07V28byoq44ehjWjmcNawdqmgl8jOycgrpL29TZ8Uwd5hoqWDiPl5SQXNgxeVH2DS0O16umoaKyio6+eSBfzidsNIUKCgrQ5/LZ8GQkICbrj5Wt+uIhLwc2s1sqaaOX6zs0PfKWTRFZMUlscNpAFb73kN2Wd2A9RrGmTjCWkUX0z0vIaUoF46q+lhr2xPpJfl81smmRGFZGfqfPkcnL7nq62Nl545IzM2l3cw/g879bDB342Du/rppJxvc5+x1A2BoqoElo45AGHTuY415awdw99fOPgNh0X+0Cyys9LBuzlmkp2bD0r4FZq/qD3ZGPp+F8u/o2rkVFs3nxXivWHNNKGMVFeUoS/cefKbdzRRR0c9hZ2NAu5uPnXxNxzUyZCRx4bI3mgqRT3OhaCBZJ1GlRTveg4iSgRS93ZwVRyet1LZONkUq/wVWvP+kYvjbwbMYM6QHNuw+Ac+PAdzj8R9vYsHafYiMSWxQ/zn5xbSCUNvaR0HtZ9WThEEdV5av277G6mhjpgMleQbu7JnKPU9Zv+aP6kjHJw5cwrFuPvYOozeqLyoTmVJwR/e0Q3JGw6xX2YUcmVS+GqOKHAOZX1kRf4Tlwzqjg6URJu2/gvScxgmK/pqcoi8yML+SgclA5ldWxO8hkZ2LiX9dhYyEOGSlpZCZX4hdo3ojiZ2LxiS7uJi2GKvK8FsWVBkMZBQJvq8oqEec+FzO/FNZzCZKKphl70wrho7aulBhMOA5YRq3PWX9WuXWEZOs7dD+zLHGlaG0iCODNL81R1VKFhlfWREp9GWVoCerhCOuI7nHRCnTMuXqG7wKPR4fQnpxPhZZumOO1xW8TOO4+cJz02GhqIlJZm2FrhjWzAv1OfLJxGAgs/Af5iXny7ykZ8BYRRkznJ1+mmLo/TwEYf68ta4mWYOytGVn8BKQqP3o0H/OGJ+5dgCcOltg6ZgjyGTlCmfML0IRFsAbs+SXMSuqMMHO5I2Z2o8J48/Y/R4kpcQxcX43bJp/AR/ehNPHqPhFY3MtDJnQ7psVQ0/vKISE8z47SYkvn7GiLNjsQj4Xb1S04Mzg3LwiVFZW0dfURkmJAXY2p4+sLxZTKrawNgmJWdD44gq3tdGn3c1P7i3ha/Pn7xPw9Hkwftv1AN8LFS9IJY5Q2ci1oRJPpBX//ie/vKQKcZ4FsBlZv1W9BjlNCUjJiyE/tRxaVt89TEITpskohr+fvIY3H/zx+5ZF8Hj1EVsPnq6TyNEQKOUjLI4Fx1b6eOXLWUCo3zKHVvq4+lRwjFRgVCrdvnbpGefWBgiM4iwqDz1D8SGY3810YOkQPPQMwd03wXX6q3FL92vfGmXllXj/1bU/IlNoIgtOZnp4EcCTidq/9Ma/wUqhu5UJphy4ipQswQHLjUF5ZRVCklloa6KH5yE8GZxN9HDRq2EyUFDJBtQmLyMFNzMD7Hn4Fo1JeVUVgtJZcNPTh0csRwES+RI3eCZA8H0lCMoyTrkvKW6Gh8CzlluZgspypsrZXAsNQmNTXl2F4JxUuKgb4mlKOFcGF/UWOBf9sU57KjmlzxN+69PC1p0hKyGJzZ8fI60oF5Ji4pAUFUMVrWrxqKyu4iqRwoSelzQWXA308TQqmjcvBvo46/tj8/IzKC4sQ3Ehf8gGOz0PNi4miAnlKFUMWSmYW+vh/kXvf1QKqQSVZWP/BCtJeKWmiovKUFzE5h9zRj5snI0QE84bc8s2urh/+f0Pv4+4uBgkJMRp93FtKC8MFUP3zeMtLqO32lBKnJ2tAbdEDIMhCYuW2rh9T/C9QsWNU65f6hrPL/Gf1G1tZ2OIm3c+0ftprFxkZOZDT5e/ioWujjI++HDibA8eeorjp95wz1EJLzu3jcDGrbcR8oNKNJUgomIshdSAItr1S1FdVY20gGKY91b422vjvQroGMUWHf/ZpV2YWU67rWWUmn4CShUpV9M8FUMK/+BI9Bi1EFtXzsDD83sxZ+UuVH/1w9IQLjz6hHVTe9KZwcExaRjZw46O+aOylCnWT+tJl5s5dJWjPFAxgX+uGE5nM3v6x6C7c0tYtNDA1pMe9PncwhJ6qw2lzFKWRioDuYZhXW0QEJmC4pIyOFkaYN6IDvj96lsUFJU2WKazL3yxaWwPhCSkIyg+DWM62dIy3fbmyLRpXA/a2nfwrifXoknVMqT/Ly4GdQUmzHXUUFRahsRMjkVh5XB39LI3x4Kjd1BYUkZbICkKSkpR+lU2XWNw+q0vtg7rgeCkdAQmpmFcO1vISErg5ieODFuH90B6bgH2PfbkJqxQtQw5/xeDujwTLbXUUFRWRmcgU7iZGtALdWxGNvRVFLGkd3v6/zd96irsDeXY50/Y3bUnAtLT4M9Ko616DHEJrhJHnUsrLMDOd5z7aqa9EwLTWbTFkFI6Ohu0wCBzCzrOkCKnpITeakNZvygLZEyOcH7gT0Z4Y7vjAARlpyKAnYIJpk6QEZfA9TiOcr7DcQBYxfnYHfQcZVWViMzL4Ls+r5wz3prj5RVleJ8Rh1/bdEVJZQVSCnPhqKaPgQZW2ObP+f4ImxM+n7Czd08EprEQkJqGiQ52kJGQwLUgzj1AnWPlF2DXG868zHB2pNtSGcnUvHQyaoGBrSzoOMP/J7dOv8XIme5IjsukFbxxC7ojKz0PXh68e3nb6anw8giiS9RQzF43EJ362WDjzNMoLizlxvYV5pegrFRwNYLG5OY5T4ya3pmuW0jVGhw/pyuyMvLhVasu4bajk+gM5LtfFFyqXI22Pk+J0tRRgpG5Fp0wk5GWi6LCUgR8jMGURT1RVlIOVmoOrBwM0aWfLf7a+f2Wtdpcu+WDcaNckZycjdS0HEya0J4uHfPWK4LbZvdvI/DGK5IuN0Nx9cZHLF/SBxERaQgNT8XQQQ6Qlpbguo0pLl/7gInj2tEKZ1QMCz26toG+njLWb75Fn0+nrcA8qyr1G0GRnJKDzFrW1u/Fop8SPA+yoGoiDRVTaTpLuaK0CibuHIXv7f40MFTEYTeWP4Y46lku9J1kIS3Hr+yVF1fB/0oWDNoy6WxkKsbw05lM2mpIlbAh/LtoUoohBRVLuGDNPgzo0R6X/9xMJ580Fk8/RNCu32mDXaGiwEBEQgbm77rBteRpKMuhqqqaz2K45sgDzBjihllD3egC10v33xGYffx3tDbSxLRBLrTCFp+ajW2nnuKhV+MUzX3iG0HXLKSKVqvKMRCenIFZh26Cnc+RSUtJji82k1IELy8fy92f0NWB3nwiEzHlACfWZnh7TkmX4/OH873X2nOP6TI2jc2jgAi6ZuGcbhwZwlIyMP3ETW5CipYivwxq8kxcn8+TYVJHB3r7EJOIX/7iyMCUlsKCnm7QVGAit6gUHkGR2P/YUyhlX+5HhdM1Cxc5uUFVloHQjAxMvHsdmcWc8WvLyfNZOSilcWPHLtBiMlFSUYHo7Gws9HhI9/P/4kFSCF2zcF6rjnSB69BcFia/vYCsUo5bTIvBL8O3sND7Bha3ccdup4FQkJShlcO9QS9wMYZjURE2D8IjaFfyAjdXqMkyEJKegUnXbnATUrTl5PhkopTGDd26QJMpR89LDJuNxfcf0v38P7l69BWtNM3bNARMeWkEf4rDmsknUF6rQLKWnjLklXhuzb5jXOjXHedn8PW1e9kVuoyN0Md84g1nzOsGgiknjWC/eKyecYpvzNp6ylBQ5CkVZq11sOPkFO7+9F/70K8et32xe/V1+v/bll7GLwu649ffhkNOQQbpqTk4fdAD9680rMD1pSvvISMtgcXze4DJlEZgcBKWrbrCV1ZGW0sJCvK8GpgvXoVBQYGBiePbQVmJU+CauoZKWqnh+k0fSEqIYfYMd8jJSSM6JgNLVlxGSmrjJsF9DRUPWJpXic8XszgFrltIossaHToBhaIws4J2N9cmN7kM6aEl6Lq2biY21TY7vgwxL1JRVkRZCcXp4tY2o1QgJtH04/dIjOH3IQJ1+6aV0VELLXUVWLUywWvvzygu+TbrWjXLB04T9qA58+H0ItjM3YvmzOeDC9F6efOWIfi3hWjx+240V2LnLIbZtU1ozkQMXQOTnc37+xy1dBF6mS1Dc+VhxHb0bLPq/z2MBvEocAs699iO5syLx8uwJbgvmjOr3dP+P+/7VO+nvt/mrg3Lifh/0+QshrVJTc+iNwKBQCAQCATCf1wxJBAIBAKBQGgIVdUk+eR7II53AoFAIBAIBAINsRgSCAQCgUD411JJbGDfBfm0CAQCgUAgEAg0xGJIIBAIBALhXwuJMfwXlav5EahyNQQCgUAgEJoWIhoO/5f3XfqkxU99v53dm+bfgv9PWwzbjmm+tecovM8vhu2s5l0D0O/QQlgtat4yBOxZCOPdzbeGXvTiRTC6sBXNmZjRK2G+qXnfR+FrFqKH7To0Vx77bWjW46+RoYv7NjRnnj1fgbm+Y/7fw2iWVJGoue+CfFoEAoFAIBAIhH+vxZBAIBAIBAKBopLEGH4XxGJIIBAIBAKBQKAhiiGBQCAQCAQC4b/pSh7SzQZj+zhAWUEWUQkZ2H36OUJi6v/D3u5OZpg2zA1aqvJIZGXjj4tv8M6fl3E0ZbALurq0hIayHMorKxEey8KRK28RHM3rc+eigTA1UIOSPAP5hSX4GJyAPy6+RmZOYaPINLyDNSZ0s4eKvCwikjKw/coLBMezBLY10lLBrL4usNBXh7aKAnZefYkLL/z42tiZ6GB8Nwe00lOHmiITC/+8g5f+0RAmI9ysMbGzPVTlZBGRkoFtN18gKEGwDMYaKpjdywUWuurQUVbAjlsvce41vwwze7TFzB4ufMdiWWwM2H4aP4uxNtaY6uAANVlZhGZkYMPzFwhIE3yvdTcxwSxnJxgoKkJcTAxx2dk47vMJt0JDf9p4x5naY6qFM9RkmAjNZmH9pycIyEr9x+v6GrTCAbeBeJIYjhlvrgtss9mxJ0ab2mHTJw+cDP8IYTHawRqTXeyhxpRFGCsDmx69QGCK4PtomK0lBlq1gqmaCr0fnJqOPS/e8rXf1r87Blu35rvuTVQcply8CWEyfmZn9BxkD6acNEL8E3Bg6z2kJLDrbW9pZ4Bh491g2koLKmryWL/wIt69DKvTTq+FKibP7wYrO0OIiYsiPiYDm5ZcRkZa7n9ehokT26N3HxswmVIICkrC/n2PkZyc/bfXDBhgh+EjnKGszER0dDoOHnyC8DDed0ZJSRbTZ7jD3t4QMjKSSEpi4/w5L7x5E06ft7bWx569ghNKZs08hfDwf/7+fSsJT9IRdzcNZbnlYOozYDFRDwomTIFtP24MQ3ZoQZ3jqjYKsFtmiuYGKVfzffynFMOubc0xf0xHbD/xFMHRqRjZ0x77lg/BiCUnkJ1XXKd9G1NtbJzTB4cvv4GnXwy6u7bEjkUDMGHVWcQkZdFtEtKysfvUMySn50JKUhyjetlj//KhGLroOHLyOX1+CknAqTvvkZVTADUlOcwd3RFb5/fHtA0XGyxTd3szLB7SAVsuPkNQXBpGu9vh0NzBGLj+FLIL6sokLSmOpMxcePhGYPHQTgL7lJGUoBXM215B2DO9P4RNDxszLB3QAZuuPkNgQhrGdrDDkWmD0f+3U2DXJ0NWLp58jsDSgYJloIhKzcTUIzxFpbKqCj+LPuZmWNmxI9Y8fQb/1FT8Ym+HU0MGo9uJk8gqritTbkkJDr3/gGg2m37AcDcywvaePZBVVIQ38fHCH6++BVbadcGaj4/wOTMFv7R0xOnOI9H17p/IKi2q9zodWQWssHXHh/SEett01zWDjaoO0oryIUx6tTLDim4dsO7BM/gnp2GCsx2Ojx6MnodOgV1U9zN3NtDF/aAw+CaloqyiAlNcHXFizGD0OXIG6fm8h7bXUbFYcecJd7+sslKocgyf2A4DRjlj19qbSEvOwYRZ7tj6xzhMHfIHyssqBF4jLSOBmIg0PL7ti3V7Rglso6WrhD0nJuPRLV+cPfwCRYWlMDBWR1mp4D7/SzKMHNkWgwY7YPtv95CWloOJv3TAb9tHYNIvR1FeLni+O3WywIyZXbBv3yOEhaZg8BBHbN8+AhMn/IWcHM53ZvmKfrSiuXr1NeTlFsO9SyusWTuQVvqiolgIDk7C0CEH+Pr9ZVIH2NoaNKpSmPaOjfCziWg12QAKJrKIf8jCp98i4bbbElIKEnXa2ywyQVUFr5JdeX4F3i0PhkZbpUYbE6Hp8p9yJVNK2+0Xgbj/OhhxyWxsP+GBktJy9O3YRmD7ET3t4B0Qi/P3fRCXwsZf17wQHsfC0O623DZPvMJoC2BKRi5ik7Ow7/xLMBlSMNFX47a59MgXwVGpSMvMR2BkCs7e/QBLEy2IiTX84x/rbocbnkG44x2CmDQ2tlx8ipKyCgx0tRTYPiSehX033+DxpwiUVwheTD1D4nDorhdeCNlKWMP4jna47h2E2x9DEMNiY9O1pygur8BAJ8EyBCeysOfuGzz6HEH/oNdHRVUVsvKLuFtOYQl+FpPs7XE5MAjXg4MRxWZjtQdHpqFtBMv0PikJT6KiaMUwITcXp/z8EJaRAQcdnZ8y3sktnXA5+jOuxQQgKi8Tqz88RHFFBYYZW9d7jaiICPa69sf+gDdIKMgR2EZDhol1Dt2x0Os2KqqEq1D90tYOV/yCcMM/BNGZbKy7/xQl5RUYYiP4M19y6xEufAqgLYsxWdlYfc+DlsmlhT5fO0oRzCws4m55JaVClWPg6La4ePQ13r0MR2wkCzvW3ICKmhxcO7es9xofzyicPvQcXi/qWthqmDinCz68jcTx/R6IDk/D/9g7C7Ao1i6O/6W7uwUBQRAJQUCxu1Gxu7vbq/fqta8dN+wOVOxuKQulu7uW7vB73ndhl8XFTxG84J2fzzzuzLwze86+s7NnTpGckAXvF6HIyWqYyEVz1oEYdWfPesDTMxxRUenUQFRSkkbHjkZ1HjN8hC3u3vXFg/v+iI3NxN4991FSUo4+fdtyxrRpowk3t/fUi5icnE29hQX5JTAyUqP7y8srkZVVwFlyc4vg4GBIz9mQxNxJhVY3JWh2UYKUljg1EAVFBJD0PIPveGEpIYjKCXOWTP9cCIgKQNWueRqGlZ8EfujS3Gn+GnwlQoICMG6pircBXM/Gp0+g6+aG6nyPIcZbzfEEb79YmLdSr/M9hnRtS8PF4bHpfMfISIqht6MJNRArKr7Pg0Xez0RHFa9DeXV6HRKHti35y9jUoDpoqcI7rJYOYXGw0Ps+HXSV5PF4w3TcXTsFW8f2gZqcNH4EwgICMFNVhWcc19NHnr3JuqX61+nkoKMNfQUFvElMwA+RV0EdHikxPPJ6pETDUqluw3SBWUdkFhficpQv3/0keLPLfhCOBL9GeA7/H6CG1KGNuio8o+N4P/PoOFhqfd1nLi4sBCEBQeQU8T5A2OpqwXPJTNyfMxG/9u0GOXExNBZqmvLUgPJ5HcXZVphfgpCARJi01a73eVu0aAHbjkZIjMvE5kPjcenJcuw7PR32Xeo21P4rOqiry0FRUQo+77nXf0FBCYKDk2Bqyv/6FxISoMadz/tonvsWOUfNYwIDE9G1iwmkpcXQogXQtasJhEUE8fEjfw87MQplZMRx/74fGorK8krkRRdA0UyGs62FQAsomMkgO/zrDOrE5xlQs1eAkJhgg8nF0HT5z4SS5aTFqRHCyuH9ImTlFkJPQ4HvMYpykmDl8IbRsnIK6PaaOFrqY9O8/hATEUZGdj4WbLuCnFoh0LmjOmF4T0uIiwlTo3DpH9+foyQvVaVTLq+MxDump9o8nuzkJdk6EJlrQtZbqtRfB//YFKy7+AAxaVlQlpHErF4dcHKeC5x3nkZhSRkaE3lxcQgJCFDvUk0yCgupsVcXUiIi8Jw5AyKCgqj89AnrnzyBR2zdIdoGk1dUgi1vMe93g6wbyLDz72pjo6xFvYkD7h2r87yzTO1R8akSJxsxp7AaeQn2Z56ZX+s6KiiEvtLXXUfLundCWl4+PKO4n/mryBg8ColAQnYOtOXlsKSrI46MHoqRJy7SOWpoFJTYOV/ZLN78ruzMfCgo8s8H+xrkFCQhISmKkZM74uShp9TjZuPYCut3jcSKGSfh/z72P6uDvAL7fk48djUh69X7aiMrK0EjPllZtX4fsgqgrcP9zmz8zY2Gjq/fWIzy8goUF5dhw4ZrSErin7vYt58F3r2LRkZGw6VdlOaW41MlIFIrZCwqK4SCpP8fRcmJyEd+fBHazNBFc6WCPqYy/BSGobiYKAb17gg9bQ2kpbNw/f5LZOU0bp5SfSA5hBPWnIGstDgGdzXH5vkDMXXDOZ68xbO33+Hm8wBaxDLV2R4bZvVtEOOQgT/uIdyn//DkDGoo3v9lKs1ndHsdiKZIQWkpBp45CwlhYTjo6GBt586Iz86hYeamhKSQCPUErnl9F1kln+fuEczk1TDJuD0G3j+O5sB0h/bo18YYE0678uQQ3g0M47wOS8tEaGoGnsyfQr2I3jHx3/2+XfuaY+G6gZz1XxacQ2NAPEQEUszhds6Lvib5fKYW2ug/vP13GYbNTYfu3dtg8ZI+nPU1qy+jsSD5glJSYli29Dxycorg2NEI69cPwaKFZxEdzRtVIqFrG5uW2LTxOpoSxFsopS1eZ6EKw89HkzIMn189hCGTVyI7Nx8aqkq4dnwbZGUkERWbBF0tNSyaMRIDxi9HfB1Vhl+CFIKUV1TSauSakErhzFpexGoyswugICvBO15Wkm6vSXFJORJSs+lCcgldd03BwC7mOH3zDWcM8SCSJT4lC9FJmbh1YCYNVQdE1D/BmBSXUJ1keGVUlJZAZi0vYlMlq4CtA5G5JmQ9o5YX8XvIKy5BbHoWtJXk0NhkFRXR/EYlSV6dlCQkkF5Qd+iG+J9is9m5eqSK2UBRAbPsbBvdMMwqKWTLK8b73SDr6bW8iAQdKTloS8nhSGcXzjaSm0cIG7UKPW7/hfYq2lAUk4T74HmcMcSjt8ayOyYbt4fTzcMNq0Mh+zNXlKp1HUlKIKOWF7E2UzpYY4ajDSafvYbQtC+HvInnkFVQCF0FuQYxDEl+XGhAImddWJgdqpNTkAIrg+txk1OUojl19SU3qxDlZRW0grcm8VEZaGPJm1P5s+tA8ghJmJgjr4ggp4KYxeJe72Q9MoL/b01OTiFNBZKXr/X7QM/B1lldQw5Dh9pgypQjiI1hX1dRUWkwN9ei1cx79z7gObZPn7Y0x5DI15CIyAihhQBoNXJNSnLKaf7glygvrkCKZxYMRmigOcNUJTfjHMNWLbUgKMj+kq5eMAGp6Zmw7TsV/cctpf8Hh8dg1fzx9To3MT5IK5n2bbg3EPJb1t5MB/7h/I0zYrTVHE+wNdOF//8x5kgujIhQ3bkY1T+iIlU30PpCdAqOS4WdMTdvh5za1lgbftENV9HWmFAdElJhZ8irA1n3jWk4HUilNTEKM3IbPtG+NmWVlQhITaVev2rIjNvr6OBD8tfrRK4TElb+IfKykuGgqscjr4OaHj5kcH/wq4nMzUSfO0doGLl6eZwQBu/UWPo6uTAXbtEB6Hf3KM8YUpV8JNgbE59dbBQdApNTYa+nzfuZt9TGh4S6P/Np9jaY08kO0867ISD5/z9wqkpLQU5CHOn5DXMdFRWWIimexVmI0ZOZngdLO33OGBI+bW2miWC/+huiJIwZFpQILV0lnu2auopIS87+T+lQVFRKQ7nVCzHaMjPzYWXFvf4lJERgYqKBoKDEOmSpRFhYCixrHEPuW5ZWupxjxETZRtenSt6Ug8rKTxzvZ0169zHHo0cB3517XhsBIQFIt5REZgA32kZkYgXmQs6Qf6i8mtTXWTRHUb0j/5QShp+TJuUxrIl129ZYtfkw8qqe9guLivHHn+fx57YV9T7nhXvv8cvMPgiOTkFQZAqtOiZf3jsvAuj+9bP6ID0rH39ecqfrl+774M91LhjTzxoeH6LR094YJvqq2HaM3bpCTFQIkwZ3wCufSNqKRlZKnOYRKstL4clrdgiqjYEaTPTV4BuWSItSNFXkMHOEI/Uc1mWQfgtnn/pg44TeCIpNQ0BsCsZ0tYS4qDBueLHDpZsm9kZadj4O3PCg6ySfj/QyJAgLCkJFTgpGWsooKilFfDq7Dxg5XluZ61nTVJShY3ILipGS1fCh/NMvfPD76N4Iik9jt6vpbEkNuetv2DpsHt0bqbn52H+HqwPpZcjRQVYKxhrKKCwtRXwGW4elAzvheVAUkll5UJaVxJze9rRdzT0fdv+wxub4+/fY2acP/FNS4ZuSgslWVjREfCWArdMfffogJT8ff7izr7VZtu3hn5qKuOwcagx2adkSQ0xMaJ7hj+BYyBv8YT8Q/qxk+GYmYbKxLSSEhGmVMpXXfiBSC/Ow0/c5SisrEJbD67XJLWNX6lZvzy4toktNSFUy8UBG59Xdy+57OOHtg+2DeyMgOQ1+SSmYaGsJcWFhXPNlf+ZkX2pePnY/ZV9H0x1ssKCzPZa63UNidi7Hw1tYWobCsjI6X/OcOuBBSDj1OmrLy2J5j06IZWXjVWTjtRC6ft4bo6c50SKLlMQs2uqFGFo1q3W3/TURns+CcfMSOyohJi4CDW0FngIQfSM15OUWcfr7uZ7ywJrtIxDgEwvfd9GwcWiFDk5GWD795H9eh2tX32LsOAckJLKQkpyDyZOdaJ6fuzs3lWDnH6Pp+o3r7+n6Fdc3WLlqAMJCUxASkoRhw9pDTEwYD6oKR+LiMmnfQhK2/uuvp9Qb2NHRCNbWLbF2rSvP+5P2NBoa8rh75yMaA73+qgj4Mxoy+hK0XU3cvVRUlFRCozPbyPY/HA0xeWEYjtbiOS7xWQZUbOQgIt1kTYWv4meoFP6RNLnZ/kQDaoCoqAhS03l/QJLTMqEgz62s+lYee4fSIpTpwx2hKCtBK4cXb7/KKd5QU5TBpxoJ5aRIZP2hu9SQm+XSEfEp2Vix+wanhyF58iOFK/06mdLz5uQXIzgqBbM2XaStawikdUyX9oaYPsyBGqEkDE1a4Jy4/hpl5d/fvuPh+zBahDJ7gD0UZSQQmpCOuQfdwKoKw6rJS1M5q1GWlcKlNeM46xN72tDlXVg8pu+9QreZ6qji6OIRnDHLqvod3vQKxIYz3H5uDcWDj2wd5vSxhxLRITEds/9xAyu/hg415kVFRgquy7g6TOpqQ5e3EfGYepitg4qcNLaP6wc5STEacveJTsK4fRdp6PpHcCc0DAriEljk6EBDyCQ0PPnqNdqXkKAuw6sTMUI2du8ONSlpFJeXIyqLhaX37tHz/BB544KhICaBxW2daAiZNLie9OwSpyBFQ0KmUYotGpJ7QWFQkBCnxp6ylASCU9OpJ5AUoPD7zEdZt4WIkBAOjODmxxEOvPDCwZfetHDGSFUJQyxMIS0mSgtTPKLisO+5J+012VhcPulOe/qRvD3SHDrwYxzWzj3L0/9PXVseMnLcMKaRqQZ2Hp3MWZ+1jJ1D9/DmB+zawM5ZI0bZ/s23MWpKJ8xe0RcJsRnYtPwSPf9/XYeLF72pUbdkSV+aE+jvH4/Vqy7z9DDU0JCDrKw4Z/3582DIyklg0uRO7LBzZBpWrbzMKUghnj+Svzhtehds/n0E/TyIh3L79tt48zrys6IT0lQ7Pr5xHppIRTEpQom8koSS7DJI60rAapUhJ5RcnFFCPZ41IYUp2aH5sF7d/BpaM3wfLaBi3WTu9gk+NxASEUu/UC111LFo/T7cfeLJ2W9n1QaHti6DTW/uzaM2n1LfocPYXWjOeJ9bCss5e9Cc+XB4Mdouad46+O1eDINdu9FciVy6BPrnt6A5EzVmDYw3Ne/rKPSXxehtuQHNlQcffmvW8lfr0L3bVjRnnjxdjfk+/P9KSnPhYN8fE7GpzfQ7vH+9qLE50r9pFjg2S4/h7r95/xJIQa2/VtCrsy3e+DTvD5yBgYGBgYHhx1HJtKtpzobhl5PSN+058cNkYWBgYGBgYGD4r9GkDEMGBgYGBgYGhoakgmlX800wpToMDAwMDAwMDAwUxmPIwMDAwMDA8NPCtKv5NphPi4GBgYGBgYGBoem1q2kISLsaBgYGBgYGhqZFC1Wbf+V9x91s90Pf7+ygxmlU/qP4KUPJ9qObdx9DrwtLYTWzefdu8/l7MdrNa946fDy4GIZbm68O4asXQ+/UdjRnYiauhMn65jsHhOCNi9HT8Xc0Vx55rEOvDhvRnHnovR49nDajOfP45VqMfT393xaD4T8AE0pmYGBgYGBgYGD4eT2GDAwMDAwMDAwEpsH1t8F4DBkYGBgYGBgYGCiMx5CBgYGBgYHhp6WSaXD9TTAeQwYGBgYGBgYGhv+mx3BYz3YYO9AGCrKSiIhLx+6TTxEUmVLn+G52RpgxwhFqyjJISMnCoQuv4PUxmu4TFBTATBdHOLRrCQ0VOeQXleCdfywOX3yFjKwCzjl2LBsCQ11lyMtIIK+gGG8D4nD4wkueMd+CSxcLTOhpDUVZSYQlpGPHxWcIjEmtc3wPK0PMHuwADUUZxKVlY/+1V/AIiOHsV5CWwALnjrA31YWUhCg+hCdi+8VniE/L5oxZO7Y7bE10oCwrhaKSUvhGJtPzxKRmoSEY6WSBid2toSgjibDEdGx3fYaAWP46GagpYvYAe5hqq0BDURY7rzzHuecfeMZM6dUe3S1aQU9VASVl5fCNSsLeG+6ITWsYeWsz1soC0+ysoSwliZC0dGx8+Ax+yfzld7EwwxBzUxgpKdL1gJQ07H7hzjOeVBTzY/vTlzj6+n2j6DDe2BIzzeygLC6JYFYaNrx5DN+M5P973EA9ExzoPAgP48Iw45kb3SbUQgDLLDuhi5YBdKRkkVdWAvfkWGx//wJpRfloLMbYWmCKozWUyDykpmPznWfwT+Q/DyOszTConSkMVdjzEJSUhj2P3TnjhQQEsLC7A5yMWkJLXhb5xSXwiorDrkfuSM+r33f3a5k4rTP6DmwHKWkxBPolYP8fd5GYUPe1a26hgxFjOsCotToUlaSxYdVleL4K4+wn96rJM7rA1r4V1DTkUFhQAp+30Tj211NkZjTOfEyY3gV9B1tCSkoMgf7x2L/jLpLiWXXr0E4HI8Y5wNBYHYrK0vh1xSV4vgzlGTN+Wmd06dEGyqoyKCurQHhoMk7+9QwhgYkNLv/EKU7oN5DIL4pA/wTs233v/8yBNlxG2cPQWA1KStJYv8YVnu7cOSB0dDLGgMFWMDJSg4ysBGZOOYrIiLrv3d9D2uMkpNyNR1lOKSS0paA93gBSBjJ1ji8vKEfilWhkv8tEeUEZRBTFoD3OAHIWCpwxpawSJFyORo4vC5WllRBTFYPeNGNI6kujKcM0uP42/lOfVvcOxlgwvjOOXfXCpDVnEB6bjj2rhkFeRpzveHNDDfw2vz9uPffHxNVn8PJdBLYvHQx9LfYPiZiIEIxbquKEmzc93+rdN6GjoUANwZr4BMZh3b7bGLX0ONbsuQUtVTlsWTSoXjr0sjHCkuFO+OeON8ZsPofwhAwcWuAMeWn+OrTVV8eWaf1wwyMAY34/h+cfI7B79iAYaLB1IOyeMxBayrJYfPgmHZOcmYu/Fg2j+lUTHJeG3049xLBfT2HuPje0aAEcWuQMAfLiO+llZYSlQ53w9z1vjN5+DmGJGTg81xnyUvx1InIlZuRg3013pOfw/4G2bqWFSy99MeGPi5h18CqEBAXw5zxnHp0ain4mRljT3QkH3b0x5Pg5BKdm4PhIZyhI8JffTlcLt4NCMP78FbicvoiUvDycGOUMVSlJzhj7/X/zLKtuP0Dlp094EBqBxmCAXmusa98N+3w90P/WSQRlpeF0Dxcoikl88TgtSRmssemK16nxPNvFhYTQRlENB3w9MeD2Kcx6dh0GMgo42s0ZjUVfMyOs7OOEQ8+9MeyvcwhNycCRCc5QkOQ/D+31tHDXLwSTTlzB6CMXkZyTh6MTnKEizZ4HMWEhmGqo4M/nrzHsz3NYcPEW9JTkcXjMYDQmI8faY8jw9ti38x7mTz+B4uJSbN09BsIignUeIyYujKiINBzYdZ/vflExYbQyVsPZk68wZ8pR/LbmCrR0FLFxu0uj6OAy3gFDXGyxf/sdLJh2DMVFZdi6d+z/0UEEUeGpOPjH3TrHJMRl4uCue5gx9i8smXkSqcnZ2LpvLGTlvnydfisjx9hj6LD22LfrHubNPIni4jJs+2P0l+UXE0FUZCoO7HnwhTHCCPCLx5G/nqExYXmnIf58JDSG6MJ0oxXEdSQRvjMAZbmlfMdXllcibIcfSjNKoD/fBGbb20NvqiFE5EU4Y4ixGPL7R7QQbAHDZWYw22YNrdH6EJT8z/mXfnr+U4bh6P7WuPnUH3deBCImkYUdxx6hpLQMA7qY8x3v0tcKr32jce72O8QmsfCPqydCo1MxvLcl3V9QVIqFW67giXcY4pKzEBiRjF0nnsBEXw2qitwnqIv3fOi+lIw8+Icn4fTNN2jTSp0+xX8rY3tYwc09ADc9gxCdzMLmc49RXFqOwQ5mfMeP6W4Jr8AYnH74HtEpLPx50wshcWkY2YXd8FNHRQ5t9TWw5dxTBMWmIjY1C1vOP4GosBD6tG/NOc+1V/7wCU+kRmNIfBoO3/CEuoIM9UJ+L+O7WeGaZwBueAchKoWF3y+ydRpiz1+nwLhU7Ln+Cg/eh6GsvJzvmLmH3XDzdRAiUzKpobn+7ENoKMjAVFsVDc0UWytc8g3AVf8gRGSysP7+YxSVl2N4W/7yL715H+d9/BCclo4oVhbW3H1EDWx7PR3OmIyCQp6lu5EBvGPjEZ+dg8Zgmml7XAz3hWuEPyJyMrHW6wGKKsrg0or/d4NAZN7rNBB7ProjPo/rXSbklZVi/KNLuBMbgqhcFj5kJGH960doq6QODcnG8S5MdLCC6/sAuH0IQmQ6C7/eeozisnI4W/GfhxVX7+PCWz+EpKQjOiMLv9yomgd99jzkl5Ri6qlruB8YhpjMLPgmpOD3289gpqkKddnG85AMdbHFuVPu8HIPQ3RkGrZvukm9gI6djOs85q13JE4eeQ6PWh62aoiHcNWi83j5NBgJcSwEBybi4O77MGqtQb1vDa7DSDucP/EKXq/CEB2Rhh2/XWfr4NS6bh28InDy72fweMFfB8KzhwH48DYaKUnZiI1Ox997H0JSSgwtWzXs99p5hC3OnXGnHr/oqDRs33wTiorScOz4hTl4HYkTR1/A41Xd8j9+GICzp9zh854ddWosUu8nQqmLOpSc1CCuKQndSYYQEBVAxgv+0bGMlymoKCiHwUJTSBvJQlRZDNKt5SChI8UZk3I7ASIKomg53Zh6HkWVxSFrrgAxVf4PXk0tx/BHLs2d/4xhSDxGxLtHwrjVfPoEum5mqM73GLK95njCa7/YOscTSCi2svIT8gpL+O6XkRRDb0cT+IcloaKi8pt1MNFRxetgXh1eh8RRzyA/zPXV6f6aeAXFcsaLCLGfgEvLynnOWVpegXatNPiek3jdBjm0QUJ6DlKy8r5JB746aavidWgtnULj0LZl3Z/ztyIlxn7yzSksRkMiLCCANmqq8IyuIT8Az5g4WGp+nfziwkIQEhBETjF/2RQlJNDFoCWu+AagMSA6mCmqwSMplkcHj6QYWClr1nncwraOyCwuxOUIv696H2kRUer1zC3l/934HoQFBdBGXRVekbzXEVlvp/V180A8hEKCgsgpqvsakRZjf79zixteBwIJ8xID6sO7aB6jLiQoEaZmWg36XsSgIroU5BU3ig4+b6N4dQhMhIl5w+kgJCSAfkOskZ9XjKjwutOBvhV1dTkoKkrB5x033aagoATBwWQO6v4+NBWI968gJg8ybeQ421oItICMqRwKIvjfr7N9MiHZSgZxpyPwcZ4XAla/Q/LNOHyq5P5htOwPmZBoKY3IA0H4ONcLgeveI/3Z/081YWh+NCkfsHlrA2Tn5iM+iZ1zMax/V0wY0QeaaspISE7HiYu3cePBq3qdW05GnBohrFqhR1ZOIXQ1uDkUNVGUk6T7eccX0O38EBEWxJzRTnjkGYLCIl6X/ZzRnTC8lyXExYSpUbhsp9u36yBVpUNeLZlyC6GnJs/3GCUZSWTm8o7PzC2Aoiw79BKTkkW9gPOGdqTex6KSMuqVVFOQhrIsr54jOrfFQudOkBATod7HOXuvovwbjdvayFfplFlLJyKznip/nb4VEu1ePrwLPkQmIjI5Ew2JvIQ4zUXLKKwlf0EhDBS/Tv7lXTshLT8fHjWMy5o4m5uioLSs0cLI8qISbB2Keb8b6cWFMJDlphzUxEZFEy6GbdHv1omveg9RAUGssu6Cm9FByC/jH876HuQkqq6jgs/noaXy183Dsl6dkJaXD88o/vNAHqKW9uqIO/4hKChpeB0ICgpsD00Wi3cuyLq8Iv/7Tn0gIdFps7vh2eNAFBY2rC4Kimwdsj/TIR/yVfu+BztHQ6zZNIyGx1kZeVi14Cxyc4rQUFR/zlm1csCJPtXz05QpzysjjfsgLMMNAxOEZEVQnMw/4lCaXoy84Gwo2qvAcKkZSlKLEHsqAp8qPkFjqC4dU5JehPSnRVDtowX1gTooiM5D3NlItBBqAaVOamjKMH0Mm7FhuPu3hdi4+xg1DMcM7YVNK2bgnNsDXLn9DAZ6Wti5fh7ExURx8cZjNDVIWPj3hQOpEbLj+OfykXD0rWcBtIhlqrM91s/pi2U7vt04bGjKKyux7K9bWD+hJ17smUMNvTchcXD3j6a61OTe6xB4B8dRg3F8T2tsn9Efk3dcot7Fpsxql25opa6ISXsuo6kxo0N79Dcxxrhzriit4P85DrNog5uBwXXu/9FIColgT8cBWO11H1kl//8HmRSiHOwymN6a13k/RFNkWqf26GtmjIknXPlez8Rw3uPSn+rw2+2nDfa+3XqZYdHyfpz1dcsv4kfcq37ZNIx+v/fvrDuf72vp1tsMC1cO4KyvW3oBjYnv+xjMnvA3Ld7oN9gK6zYPw4Kpx5CdxftQ8LV069kGi5dy52Dtykv4r/GJGJLSItCdYkS9i5ItpVGaVYrUuwkcw5AYm8RjqDWiJV2V0JNCUUIB0p8mN3nDkKEZG4b6OhqIikuirye69MMvO//B+WvcHxLfwHAsmOZSL8MwO7eIGj2kGrkmCrISyMzmX8BAtpP9vOMlPxtPbrSbFw6AmpI05v3u+pm3kJCTV0SX+JQsxCRm4uahmTQkHRD+9a747PwqHaRrySQjgcxans1qMoh3UIZ3PKn8rTmeFJaM/v0cDbcKCQnS9zm1ahSCa1UF5xeX0oVUK/tFJVNDsqtlKzx4W3dOzf8jq0onxVo6EZkzank668OqEV3hZKaPKXsvIy274asvswqLqHGtJFFLfkkJpOd/Wf6pttaYaW+DiReuITQ9g+8YGy1NGCgqYNH1O2gsskoK2TqI8X43lMUkkF70+XdDV1oO2tJyONptGGdbdRFSxPjl6Hb9COKqcg6JUXioy2BoScpi9MMLjeItJGQXVl1Hkp/PQ0Ytb3RtJjtaY3pHG0w5dQ1hqRl1GoUacjKYfOJKg3oLSR5hzYra6uIGeQVJsDK51ytZjwz//upVcq9at8kZKqqyWL7gbIN4C0keYUjg35x1YWH2z4rcZzpIIbIBQr6kECQpIYsu5LM74ToXfQZa4uJpj/rJ7x6OkKCjNeSvmgN5XvmJPo1VQdyQCEkL0ySx2oUm5TmlEJbl9SJWIywnQotKiFFYjbiGBK1oJqFpASEBOkZck/f7JaYhgax3/O9dDM2XJpVjWFRcAgU5diK0mooCPgbwlvr7+IdCR6N+ScbkR4MUjtiYcRP8yW+ZTRudOo0zsp3sr4mtuS7P+GqjUEtNHgs2X0Fu/v/P16n+ERWuyu/7Fh2C41Jha6LNo4Nta21qqPHDPyoZtq15dbAz0eE7nhh9xCjUVpGDqa4qnn+MrFOWFuSNW3BzFOsL1Sk+FbbGtXQy0oZfdPJ3G4XdLFphxv4rSMrMRWNQVlmJwJRU2OvVkB+Ag642PiTWLf90OxvMdbTD1EtuCEip+8dmhEUb+CenIiSt8W6+RIeAzBQ4qOvy6qCuB5/0z9uAROZkoteNYzSMXL08jg+HV0osfZ1ckMtjFOpJy2Psw4vILiluPB0qKhGYnIoO+rzXEVn/mFD3PEztaIPZne0w44wbAqtSWPgZhbqKcphy8iqyv5B/WB+KCkuRlJjFWWKjM5CZkQdLaz3OGAkJEbQ21URQQEKDGIWa2gpYuegc8nKLGk6HKkONLKQohOrQnu1Z4ujQRhPB/t+nQ133IuHv6DZQVFRrDmIykJmZ/9kcmJiQOWj4tjgNDTHiJPWkkRfILQgjuYK5QdmQbMW/aErKSAYlaUU8OYXFKUXUGCTno2MMZVCczPuQRcaQtjZNHab4pBkbhk893mPiCLZL3+t9IPr3cOTZP7BXR0THsz2K9eHCnfcY1NUc/ZxMaV7hiik9ICYqjNsv2En962f3wexRHTnjL9/zQQcLPVrNTMZPHWaP1vqquPLgA+dGu2XRQLTWV8OvB+9CQKAF9TCSheQ7EUwN1DC8Vzvax5B4FK3baGPj/P60J+K3eAurOffYB0M7mmNAB1O0VFPAmjHdIS4ijJuegXT/xkm9MW8I93M7/+QD7NvoYlwPK5qzN3NAB2r0XXr+kafPobWRFjSVZNHZQh9/LnSmRiEJGxPI9sl92sNERwVq8tK0cGXHjP4oKS2He8D3V9edeeoDZwdzDLQzRUtVBawd2R3iosK44c3WadP43pg/yJG3kEhTmS7Ew6kiJ0VfayvJcsascemG/u1bY/XJuygoLqUeSbKIVnkDGpLjb3wwsp05hpqbUu/exj7dIS4sjKt+bPl3DOiNpZ258s/oYINFTvZYffchEnJyoSQpQRcJYWGe80qJiKBPayO4NlLRSU2OBr3FaCMLDDMwo3mFmzv0hoSQMK1SJuzq2B8rrJzo65LKCoRlZ/AspKCkoKyUviaGJjEK/+wyBOaKalj06hYEWwhAWUySLqTYpTE45emDEdbmGNzOFPpKCtgwgP3dcPNhz8M2595YXOOeMq2jDRZ0s8fa6w+RmJ0LJSkJukiICHOMwr0jB6CNpiqWX7kHQYEWnDGk2KWxcLv8BmMmdoR9R0Po6StjxS+DqaFVs9p1x76xGDzMhqddjYGhKl2qC0DI6+qKY3KvWr95GK1C3vbbdXqvIl5IspAijgbX4dJrjJnUCR06GUHPQAUrNgxh6/AyhDNm+4HxGDS8PY8O+oaqdKnWQb+GDqTVy+RZ3aiBqaImS/sdLlk7EErKMnj5JKhB5b/m+gZjJzjC3tEQLfWVsXLtIGRm5sHDvcYc7BmDwc615qCVKl2qi1jIaxUVbtW3tLQY3aarp0TXtXUU6DqZh4ZEtY8m0l8kI+NVCooSCxF7KhyVJZW0SpkQ/XcI7UdYjUo3dZTnlyP+bCQ1/rI/ZiL5VhyUe3ALEEluYUFkHi1KKU4tQqZnGjKeJUOlR8MVCTI0DZpUKHnzvpO4cXIHrh7dCt+gcMwaPxQONuYIj46Hga4WrNoaY+qSzfU+/xPvUNqzcNpwRyjKSdA+hou3XUVWVVhVVUmGVk1WQ1rLbDh4FzNcHDFrZEfEp2Rj5a4biEpgFzAoy0vByaYVfX1m+wSe95qz8RI+BCdQ46mzrSGmDXegRigJQ3v7RuOk22uU1SM37+G7MFqwMXuQPQ23hiakY95+N05BCikaqakD8QyuPXoPcwY7UIORNLhe8udNRCZxizCUZCWxZERndvg2pwC3vYNw5M5rzn7SINqylSZtfSMjIUYLQ3zCE2h+YVbe93sdHvpU6dTfHkrSEghNTMecQ1yd1BWk8amGTiqyUri0ehxnfWIPG7q8C4/HtH1X6DYXJwv6/7FFvH3a1p95QNvYNCR3g8Noz8KFneyhLClB29BMveyGzKqCFA0ZXvlHW7aFiJAQDjoP5DnP/ldeOODuzVnvb2pMvV63grg/po3F7ZgQKIhJYHG7jpwG1xMfX0ZGMVsHTUkZHh3+H2oSUuipY0hf3xs0hWffqPvn4V2r72FDcC8gjBYDEWOPGG/BKenUE1hdkEJazNT8boxqz56H/aN45+HgMy8ceuYNFRkpdDcxoNuuzx3PM2bCcVe8jWl47xfh0jkv2tNv0Yr+tDk06Xu3eukFlJVy7xfqmvI0x64aYvDtOsiVcfaCXvT/h3d9sXPzLSgpS8Ohqt3N36dm8Lzf0nln4PeBW5HeEFw+40n7+i1aNaBKhzisWXSOVwcteZ7+g0YmGvjj8ETO+qxFvdk63PmIPzbdREVlJbT1FNGz3wjIyEkgL6cIocFJWDLrJPVSNiSXzntRQ3Txsn5s+f3jsWrZRR75NTTkISvLbdVibKyOXftrzMH8nvT/B/d8sXPrbfra3tEIK9Zwr7d1v7L7ep4+8RKnT9SvsJIfCh1UaBFK0rVYdoNrHSkYLjfjhJJLMkvYLvUqiNfPaLk57X1Iqo1F5EWh2ksTagO4HnjSxNpggSkSXaORdCMWokpi0B5rAEWHhm8B1tD8DF68H0kLqFh//d3+ByAjLYl5k4ejZ2db6GiqQkBAAGkZLLz9GIx/zt6AX9CXKzM/pb6D/ehdaM54XVgKq5l70Jzx+Xsx2s1r3jp8PLgYhlubrw7kr6fondqO5kzMxJUwWd9854AQvHExejr+jubKI4916NVhI5ozD73Xo4dT/Z0KTYHHL9di7OvpaM6cH8T7F6p+FIOudvih73dzGPcBvznSpDyGhNy8AmzZf4ouDAwMDAwMDAzfA+MxbMY5hgwMDAwMDAwMDP8eTc5jyMDAwMDAwMDQUDAew2+D8RgyMDAwMDAwMDBQGI8hAwMDAwMDw08L8yfxvg3GY8jAwMDAwMDAwNA029V8L6RdDQMDAwMDA0PTooUqtyH4j6SPK+8fy2hs7o/48p9nnDSyH2ZPdIayojyCwqKxbvvf+BgQ/sU2fqvmjUffbvaQk5VGQnIaNuw8gqfu7xtB+p80lOwwsnn3MfS8tBTW05t377b3RxbDck7z1uHD4cUw3tR8dQj9ZTF0j+9AcyZ2ygqYrmm+c0AI2rIY3bpvQ3Pl6ZNV6NF5C5ozj1+sQU+H5ttLkvDIcx0Gu8/7t8VoljSl4pNBvTpiw9JpWLX5EHz8wzB97CCcP7wRnQbPQmZWzmfjhYWEcPGvTchgZWPG8m1ITsuElroKcvO4f8e7ofkpDUMGBgYGBgYGhqbGjPFDcP7aA1y68YSur/z9MLp3ao/RQ3ri4An2X+6qyaghPSAnI4VBE5ejvOqvpSUkpTWqjEyOIQMDAwMDA8NP7TH8kUtdEO9fW5NWePXal7ON/KnRV68/wrot+09W1qZXFzu89wvBltWz4PvkNJ5eOYj5U0fQvwrXWDCGIQMDAwMDAwNDI6MgLwMhIUGkZ2bxbM/IzIaykjzfY3Q11dC/hyMEBQQwbt5v2PvPRcwcPwSLprs0mpxMKJmBgYGBgYHhp6Up5Rh+Ky0EWiCTlYPlmw6hsrIS/sGRUFNRpMUru/++iMaAMQwZGBgYGBgYGBoZVlYuzRMk1cg1UVKUQ3oGrxexmrT0LJSXl1OjsJrw6ASoKivQ0HRZeXmDy/mfMwyde7XD2IE2UJCTRERsOnafeIrgyJQ6x3ftYIQZLo5QU5ZBQkoWDp97Ba+P0Zz9nW1bYWgPCxjrq0JWWhwTV5xGeGw6Zz857trB6XzPvXbPLTzzDvtmHUZ0scCE3tZQlJVEeHw6dlx4hsCY1DrH97A2xOzBDlBXkkF8ajb2X30Fj4AYzn5xUWHMd+6ILpYGkJUUR1JGDi4+/YirL/zofhkJUcwcbI8OprpQU5BBdl4hnn+MxJ83PJFfVIqGwMXJAhN7WkNRRhJhCenYfvkZAmP566Svrog5A+xhoqMCDUVZ7HR9jvPPPvCMsWqliQk9bWCqrQJlOSks/vsmnvtGorEYY2OBqfbWUJaSREhqOjbdfwb/JP7yj7A0w5C2pjBUVqTrgclp2P3MnWf81kG94GzRhue4VxExmHbBDT+SCSaWmGFmC2VxSQRnpWGD12P4ZtT9falmYMvWONh1EB7EhmPGkx8rc01Gd7DAlE7WUJKSRGhKOjbfegb/BP7zMtzGDIOtTNFKlT0vQYlp2PvQvc7xDcWkSZ3Qv58FpKREERCQiL37HiAxkf+PRDWDB1thpIsdFBQkERmZhgMHHiEkNJmzX15eErNmdoW1tR7ExUWQkMDC2XNeePUqlDNm7Bh7dOhgAAMDVfpjNWjw3kbVc+IUJ/Qb0I7qGeifgH27739RT/O22nAZ3QGGRmpQUpLG+rVX4On+7ffLess7rTP6DmoHKWkxBPolYP/Ou0hM+IK87XQwYkwHGBmrQ1FZGhtWXYbnS668goICmDyzC2ztW0FNQw6F+SXweReNY38+RWZGw1eYZj2NR+b9GFTklEJUWwqqY1pDXF+2zvEVhWVIvxaBPJ80VBaUQUhRHKqjjCDVVpl9vmfxyH6egLKMIrouoiEFpUH6kDJXQlOnqXgMy8rL4RccgY62bXH/mTfd1qJFC3S0tcDJi3f4HvPWNwhD+3am40g+IkFfVwMpaZmNYhT+53IMu9sbY8GEzjh+1QuTV52hhuGeNcMgLyPOd7yZkQZ+W9Aft575Y9KqM3j5NgLblg+Gvjb7h6PaqPINTcTh86/4niMtIw8DZvzJsxy57IGColJ4f+AamF9LTxsjLHFxwj+3vDF20zmEJWTg4CJnyEvz16GtgTo2T++H6+4BGLPxHJ5/jMCuuYNgoMHVYYlLZziY6eGXo/cxfP0pnH/8AStGd4WThT7dTwwrZVkp7HV9hZG/nsavJx/Cnoyf2AsNQS9rIywd5oS/73hjzNZzCEvMwOH5zpCX4q+TmIgQEjJysP+6O9JzCviOERcRpgbm1ktP0dj0NTXC6p5OOPTSG0OPnENIagaOjXGGggR/+e10tXAnIAQTzlzBqBMXkZybh+NjnaEiLckz7mVENBx3/81ZlrjdxY9kQMvWWGfbFfs+emDAzVMIZqXjTG8XKIpJfPE4LSkZrLXtitcp8fg36WNuhJX9nHD4iTeGHzqHkOQM/DPZGQqS/OfFVl8Ld3xDMPnoFYz56yJScvJwZLIzVGR456UhGTXKDs5DrbFn7wPMnXcaxcVl2L5tJISFBes8pkuX1pg9qxtOn3bHzFknqGG4fftIyMlx52X1qgHQ1lbAunVXMW36Mbx6FYb1vwxGq1aqnDFCwoJ48SIUN2/xPlQ1BiNHd8BQZxvs23UP82adpHpu+2MUhEXq1lNMXBhREWk4sPcBfjQjx9ljyIj22LfzHuZPO4Hi4lJs3TPmy/KKVcm76z7f/aJiwmhlpIazJ15hzuSj+G3NFWjpKGLj9obPFct9k4K0S6HUcNPbYAdRbWnE7/FBeS7/B/lP5ZWI3+WDsoxiaM62QMvNjlCfaAIheTHOGPJaeVgr6K23g94vdpA0UUDCgY8oSWy8tik/I/+cuY4xzr0xYmA3tGqphW1r50BCXAwXbzym+/dtWozV8ydwxp++fA9yMtLYtGI69HU00L2TDRZMHYGTlxvv9+A/ZRiO6m+Nm0/8ced5IGISWdhx9BFKSsswoKs53/Eufa3w+mM0zt96h9hEFo5c9kRodCqG9bbkjLn/KhgnrnrjrX8s33NUfvoEVk4hz9K5vSGeeoWiqKTsm3UY19MKbq8CcMszCNHJLGw5+xjFpeUY7GjGd/zo7pbwCozBmYfvEZPCwp83vBASlwaXbu14jMfbnkF4H5aA5MxcuL3yR3hCOtq0VKP7I5MyseKv23jlF4WE9By8DYnHYTcPOLVtCUGB738SG9fNCtc8AnDTOwhRKSxsvsDWaYgDf52CYlOx1+0VHrwPq/OJySMoBodveeJZI3oJq5ncwQqXPwTgmm8QIjNY2HDnMYrLyjGsHX/5l12/j/Pv/ahnMSozC+tuP4JAixawb6nDM660ogIZBYWcJbe4BD+SaWY2uBjqB9fwAIRnZ2KNxwMUlZfBxYj/94VA9NjXeQD2+LgjLi8b/yaTOlrB9W0A3HyCEJnGwm832NeVszX/eVlx+T4uvvZDSHI6otOz8Ms19rx0MOCdl4ZkmHN7nD3rCU/PcERFpWPb9ttQUpJCx45GdR4zYrgt7t71xf0H/oiNzcSevfdRUlKGvn3acsa0aaMJN7f31IuYnJyDs+c8kV9QAiMjrmF46pQ7rlx9i+hoboSjsXAeYYtzZzzg6RGO6Kh0bN9yC4qK0nDsyL8Sk/D2dRROHHsBj1c/zktYzVAXW5w76Q6vV2GIJob3xptQVJKGo9MX5PWOxMl/nsPjJdcrW5PCghKsWnQeL58GIyGOheDARBzcfR9GJhpQVpVpUPlZD2Mh66QFuY6aENWQgtp4EwiICCLHPZHv+Gz3RFQUlEFrngUkDOUgoiQOCWMFiGlLc8ZIt1Om3kMRVUmIqElC2bkVBEQFURT1ee89hrq5+dAdm3Yfx/LZY/Ho0n60MW6JsXM20D6FBE11ZagoK3DGJ6VmYMyc9bBoY4jHrgewacUMHD1/CwePf97apqH4zxiGQoICNNz7zj+Os414Zd/6x8HMUJ3vMWZG6ngbwB1PeO0bS7fXF+OWKjBqqYJbzwLqpUNrXVW8CebVgaybG/CXqa2+Ol4H8ergFRhLt1fjF5kMp3b6UJZje0ZsjLWgoyoP70D+xi5BSlwUBcWlqKj8vj+cQ3Qy0VHF61BenV6HxKFty/p/zj8KYQEBtFFXhWd0DflJk/LoOFhqfZ384sJCEBIQRE5RMc92W10teC6ZiftzJuLXvt0gJ859ev8RepkrqsE9KYZHL/ekWFgpa9R53MJ2DsgoLsSlcH/8mwgLCsBUQxXeEbzXlVdkHNrpfN28iJF5ERRETiHvvDQU6uqyUFSUwnsf7mdcUFCC4OAkmJpq8j1GSEgARkZqPMcQvch6zWMCAxPRpasJpKXF0KIF0LWrCUSEBfHxI++94Eegri5H9fR5H/25nm346/lvQsK8xAj88C6ax6gLCUqEqZlWg76XpKQYKis/oSCv4a4x4v0rjs2jHr2aBQwSpgooiuRvxOV/TIe4gSxSzoUgfPELRP3iiYw70fhUx/2dbM99nYJPpRX0uKbOp08tfujy/zhx6Q5s+01FS1tnDBi/DB8CuA8/w6etweL1vGkd7/1CMXDCcujbDYPDwBk4cMyVJ+fwp84x/H3lDGpNv/kQ1ODnlpMRp0YIq1bokXjwdDW4X6CaKMpJIiu7kGdbVk4Bze2rLwO7mSM6IRMBYUnffKycFFuHzFxemci6nhr/UnciKyuPdzwrl+jADTuRHMV143vg/s4ZNNeIeDl/P/MYH8L5P13KSYlh2gA7XHv5/T/+JFxM56W2TnmF0FPlr1NTQl5CHEICAsjMryV/QSH062g/UJtl3TshLS8fnlHcH+1XkTF4FBKBhOwcaMvLYUlXRxwZPRQjT1yk89PYyItKUL0yinj1yigqgIEc/++LjaomRhq1Rd/rJ/FvI0fmRVAAGbXnJb8Q+spfNy9L+3RCWm4+NSYbAwV5Kfp/VhbvPYmsK8jzv8fIykrQXDV+x+jUSHH5beN1Gjq+cX0R/U6T0O2GDdeQlPTjvbjyCmxdsli8MmcTPav2NSUUFKT4ykvWq3VpCEhYetqcbnj2KBCFhQ2Tq00ozysloSoIyYjwbCfrhcn8U2/K0otQGJwFmQ5q0F5oidK0QqScDQHKK6E02IAzrjghD7Fb3uJTWSX1FmrOtaAeSYafiyZlGE4a2R8TXfohJiEFF90e4fKtJ0jP/HfDUQ2JiLAQejq2xslr7KTTpsKobu1gpq+GRQdu0FCylZEmVo7phvTsAh7vJEFSTAT75g9BVFImzXNk+D6mO7RHvzbGmHDalYaOq7kbyH2CDEvLRGhqBp7Mn0K9iN4x/27uHj8khUSw16k/VnncR1YJOzm9OTPNqT36tTXGxKOuKK36awPfS/fupliyuA9nffUaVzQWUyY7QUpKDEuXXUBOThE6Ohpi/fohWLjoXKOHjrv1aIPFS/ty1teuuoymTLdeZli0oh9nfd2yxmkBUhNi3P+yaRj15pKiln8b8qwpKCMCtYmm1LsopieD8qwSZD6I4TEMRdUk0XJDB1QWlSP3fSqSjwVCZ6VNkzcOK9E0ik+aC03KMCSMnr0ePTvbYtaEoVg+dyyeub/HuWsP8cT9Hacipz5k5xahvKISCrW8fQqyEmBl83+KyswugHyNhG6CvKwkMusoePh/dOtgCDFRYdx7UT+PaHY+WwdFGV6ZyHpGLY9bNURWBWne8QoyRAf2eFFhQcwd6ohlh2/B3Z8dOolIzICxtjLG97LmMQwlRIVxYOFQFBSX0fFElu8lq0onhdo6SUt85hltimQVFqG8shKKUrXkl5T4zFtVmykdrDHD0QaTz15DaFrGF8cSzyGroBC6CnI/xDDMKimkeimJ8+qlJC6J9MLPr39dGTloS8vhWI9hnG0kP48QOWkZul49+kNzDrPJvFRUQqn2vEhJIKOWB702kztaY1pnG0w9fg1hKV+el2/B0zMCwcHHeR4UqyuIWTW8U2Q9IpL/n7zKySlERUUlHVOTmufQUJfD0KHWmDLlKGJi2fJHRaXB3FybVjPvbeRiDi+PcIQEcyMi1YU0xNtWU085eUlERjRuxffX4OUehpBAbnSkusCEypvJLawg65HhqQ1iFK773RkqarJYPv9sg3oLCULSIuTL91mhCVkXkhXlf4ysCFoIClCjsBoRDUla0UxC0y2E2Fln5H8RVfZ3ihiPxdG5yHocB7UJpg2qA8O/S5PLMQwOj8WGnUdh2Wsi5q/dDRERYRzfsxbvHpzAynnjoaddv7wz8iMRGpUKa3NuIjn53bIx00FAOLfNQ00CwpLp/prYmuvS7fWBFLm4v4tEdl5RvXUIiU1FexNtHh3Iun8kf5n8opJha8Krg52JDt1OIDlUwkKCn4UnSe5g9Q97tafw0GJnlFVUYMmhGw3mRSE6Bcelws6YVydbY234Rdfvc/6RlFVWIjA5FfZ6NeQHYN9SGx8S6pZ/mr0N5nSyw7TzbghI/v8/NqrSUjQ8mp5fv4eS+ujln5kCRw1dHr3Iuk/652kQkTmZ6HntOA0jVy+P4iLglRxHXycX5P4QuTnyV1QiKCkVHVrxXlcdDLTxMa7ueZnSyQazutlhxkk3BCY2rNFSVFRKQ7nVCzHaMjPzYWWlxxkjISECExMNBAXxT+MoL69EWFgKrCz1ePSystTlHEOqXwm1v9MkJ6nmd7qxoHomZnGW2Bi2npb89KxhkP1bFBXWkjc6A5kZebC04ZW3takmggISGsQo1NRWwMqF55CX2/DedWK8ielKoyCYxZMTWBjMqjMfUKKVHA0f18wpLE0pZBuMVUYhXz59QmVZ4+W6/Wx/Eq+50OQMw2pIXsyth+4YO/dX2A+YTv/otHO/znh1/c96n/PinfcY1M0cfZ1MoaupgOXTelAP3u3n7EKQX+b2wazRHTnjL9/zQQcLPYweYE3zEKcOt0drA1VcfcBt7yAtKQZDXWW01GTn9+hoKNB14omsiaaqHNqZaOHm0+/Lyzv7yAdDO5ljgL0p9NQUsHpsd9qa5aZHIN3/25TemDfUkTP+wpMPcGijS6uZSR7ijIEdYKqnistPP9L9pIDkXWg8Fg7vBGsjLWgoyWCggyn625vi2YcIHqOQtObZdOoRXSdeSrI0xA/N2ac+GOpojoF2pmippoA1o7rT97rhxdZp08TemD+YqxPJHTPSUqaLsKAgVOSk6GttZe5NjxxfPYagqShDX6vJc6vsGooT3j5wsTKnvQn1lRTwa7/uEBcWxjVftvzbB/fGkm5c+ac72GBhF3usufUQidm5UJKUoIuEMPsHnfy/onsnWGiqQVNWBh30tHF45CDEsrLxKrLugqCG5mjAO4wyssCwVm3QSlYBmx16QUJIGK5h7Gt4t1M/rLB2oq9LKioQlp3Bs+SWFiO/rJS+Jobmj+akuw+G25hjsKUp9JUVsGEw+7vi5sOel63De2NxL+68THWywYKe9lh39SGSsnKpt5EsEiLseWkMrl57i3FjHeBg3wotWypj1aoByMjIh3uNfn1/7ByFIYOtOOuuV96gf38L9OplBh0dRSxa1BtiYiK4/4DddzQuLpP2LSRh69bG6tSDOGKELaytW8LDg3teFRUZGBio0P8FBFrQ12QhbVcammuubzB2giPsHQzRUl8ZK9cMRGZmHjzcuRW8O3aPweCh1jztagxaqdCluliHvCbyNjZul99gzMSOsO9oCD19ZaxYP5gaizUrjnfsH4vBw2x45TVUpQtBTV2Ovq6uOCZG4fotw2DUWgPbfr1OP3PihSQLKSpqSBR66SLnZSJyPJJQkpSP1LPBqCypgKwju3As6WgA0q6Gc8bLddWmvQtTL4SiNKUA+b7pyLwbDblu3AcrMr4wNAulGUU017B6XbZD0y8SZGjmoWR+JKakY9dfF+ji1IHbZuVbeeIVSotQprs4QkFOAuEx6Viy9SqyqsKqqooytEKsGlIgsuHAXcwY6YiZozoiISUbq3beQFR8JmdMJxsDrJvDzRvatGgA/f+YqyeOXfHibB/Q1QxprDy88eNWE9aHR+/CaM/CWYPtqWEWFp+O+fvcOAUmagrSPCF3UnG89ug9zB7iQEPGcWnZWHroJm1BU82af+5innNH/D6tL2QkxZCSmYvD1z1wparBdWsdFZhXVTHf2DKFR54Bq47RvMTv4eH7MFqEMnsAW6fQhHTMPVhDJ3lpnnkhPRUvrRnHWZ/Y04Yu78LiMX0vu4TfVEcVRxeP4IxZNrwL/f+mVyA2nHmIhuReUBjtWbigsz2UpSQQnJpOPYGkAIWgLiPN470ZZd0WIkJCODBiIM95DrzwwsGX3qj4VAkjVSUMsTCFtJgoLUzxiIrDvuee1GP7o7gdHQJFMXEssepIG1wHsdIw4aErrTomaEjK/JBCmPpy3z+M9iyc38MeStIStA3NzBNunEIhdbla82LHnpd9Y3nn5dATLxx60jj5tBcvvqZG3ZIlfWhOoL9/AlatvoSyMu48a2jI06KTap4/D4GcrAQmT+pEQ8ikj+HKVZeQlcXWi4SaSf7i9Gld8Pvm4RAXE6Yeyu3bb+P1myiextp9enNbDx35h/3dXrzkPHx9G7bg5tIFb4iJi2Dxsr5UzwD/eKxafgllpTX1lOPR09hYHbv2cb/ns+f1pP8/uOeHndtuN6h8n8l71ovOy6KV/dny+sVj9ZILPPKqa8pDpkaqETH4dh0az5V3IbvP68M7vti5+RaUlKXh0Ind7ubv0zN43m/p3DPw+9BwD30ytmqoyCtF+vVIVOSW0D6G2outOKHkMlYxOwRQhbCCGN2feikM0Ru8ISQvCvkeOlDsy/WaVuSWIulYACpySiAgLgRRLfY5Jdtwi56aKl9TKczApQVUrJvMnd37zlH0HbMYWTl59T7Hp9R3cBi5C80Zz0tLYT19D5oz748shuWc5q3Dh8OLYbyp+eoQ+sti6B7fgeZM7JQVMF3TfOeAELRlMbp134bmytMnq9Cj8xY0Zx6/WIOeDr+jOfPIcx0Gu89Dc+bmsH+nYNHhbPcf+n6e456gOdOkPIYd+k/7t0VgYGBgYGBg+In4GfL+fiRNNseQgYGBgYGBgYHhx8IYhgwMDAwMDAwMDE0vlMzAwMDAwMDA0JAwxSffBuMxZGBgYGBgYGBgoDAeQwYGBgYGBoafFqb4pBm3q2kISLsaBgYGBgYGhqZFC1VuQ/AfSftT7J6SP4q3Exu2V+6P5qf0GP4MfQxtpu5Gc+bdsSU/Rx/Djc1Xh9D1i6F7rJn3MZy6Am1WN985IARuXYwufbajufL8/spm3Yexuhdjrw4b0Zx56L0evV8s+rfFaJY04T78TRImx5CBgYGBgYGBgeHn9RgyMDAwMDAwMBAqa/79P4b/C+MxZGBgYGBgYGBgoDAeQwYGBgYGBoafFqaP4bfxnzMMnXu1w9iBNlCQk0REbDp2n3iK4MiUOsd37WCEGS6OUFOWQUJKFg6fewWvj9Gc/Z1tW2FoDwsY66tCVlocE1ecRnhsOmc/Oe7awel8z712zy088w77Zh1GdLXA+D42UJSVRHh8Onaef4bA6Lp16G5jiNlDHKGuJIP41GwcuPIKHv7RPIUi/Nh3+SXOPHgHdUUZTBvYATattel7ZmTn4653MI7ffo3yiko0BC5OFpjY0xqKMpIIS0jH9svPEBibynesvroi5gywh4mOCjQUZbHT9TnOP/vAM8aqlSYm9LSBqbYKlOWksPjvm3juG4nGYoyNBaY6WENZShIhqenYdO8Z/JP4yz/C0gxDLExhqKxI1wOT07D7qXud43/r1x2jbNpiy4PnOPWaV8+GZIKJJWaY20JZXBLBrDRs8HoM3wz+11UfXUPMtbCHrowchAUEEJ2bhSMBb+EWEcQZoyQmgVXtO8NJsyVkREXxOiUeG7yeICY3q9F0GN3BApOdrKEkJYnQlHRsufkM/gn8P1cDFUXM72kPU00VaMrLYtvt5zjjwfv5SogIY0EvB3Q3bQUFKQkEJ6XRcQF1nLO+TB7fEQP6WkBKUhQBQYnYfeAhEpO+/DkNGWiJUcPtoCAviYioNOw//BghYcmc/Xt3jEa7tjo8x9y884Gem9CnpxlWLe3P/9wjDyA7p/Cr5Z80qRP697OAlJQoAgISsXffAyQmfln+wYOtMNLFDgoKkoiMTMOBA48QEsqWX1VVFhfOz+Z73G+/ueHFy1D07m2OlSv4y+88bD+ys79efn5MmN4FfQdbQkpKDIH+8di/4y6S4ll1jjdvp4MR4xxgaKwORWVp/LriEjxfhvKMGT+tM7r0aANlVRmUlVUgPDQZJ/96hpDARDQ2AzU6Yrh2NyiISCMqPwmHI64iNC+uzvGSguKY1LIfHJXaQlpYEmnFLPwV6Ya3rOBGl5Xh3+U/ZRh2tzfGggmdsfPoYwSGJ2NkP2vsWTMMoxcfR1Zu0WfjzYw08NuC/vjrwit4+EShl2NrbFs+GJNXnUFUfCYdIy4qDN/QRDzxDsPqmZ+XxKdl5GHAjD95tg3u0RZjBraH9weucfa19GxvhMUjO2PrmScIiErG6J5WOLDYGcPWnkBW3uc6tDVQx+YZ/XHoqjte+UWhj11r/DFvEMZtPIvIRLYOvRf/xXOMg3lL/DKpF56+D6freuoKaNEC2HLmMRJSs2GgqYi1E3tS3Ynx+L30sjbC0mFO2HzhCQJiUjCmmxUOz3fGkF9PIiv/c53ERISQkJGDRz5hWDq8C99ziosIUwPzhmcAds8chMakr6kRVvdywoY7T+CbmIKJdlY4NtYZfQ6dBKvwc/nt9LRwJyAEPvHJKC0vxzTH9jg+zhn9/zyNtLwCnrE9jA1goaWG1Nz8RtVhQMvWWGfXFWs9HuJjejKmtLHBmT4u6HrlKDKLP/+BzS4pxkFfL0RmZ6K0shLddQzwR6d+yCwqxMvEGDrmSM+hKKusxLTH15BfVoppZjY419cFPa4eR1F5WYPr0MfcCCv6O+G360/gH5+C8Y5W+HuKMwbsOglWwefzIC4ihHhWDh74h2Flf/7X0cZhPWGoqoRVl+8jPS8fA9qZ4OjUYRi05xTScnnnqr6MHmGHYYOtsfWPO0hOzcGUCZ2wc7MLJs04itKyCr7HdHVqjTnTu1EjLzg0CcOH2NBjxk87wmPQ3br7ESfOuHPWi0u4n/vTFyF48473HrRqaT+IiAh9k1E4apQdnIdaY9v2O0hJycbkSU7Yvm0kJk85Qo0ffnTp0hqzZ3XD3r0PEByShGHO7bF9+0hMnPQPNejS03MxbPgBnmMGDGiHkS62eP0miq4/exaMN1WvqyGGIpX/O41Cl/EOGOJii50bryMlORsTZ3TF1r1jMW30YZSV8tdJTFwEUeGpeHDrAzZsH8l3TEJcJg7uuofkxCyIigrDebQdtu4bi0nDDyLnO2X+Ep2VLTHDYAgOhF1GSF4shmp2xmbzWZj6dgtyyj6/twi1EMTWtrORXZaH34NOIrMkBypi8igo//x7xPDz8Z/KMRzV3xo3n/jjzvNAxCSysOPoI5SUlmFAV3O+4136WuH1x2icv/UOsYksHLnsidDoVAzrbckZc/9VME5c9cZb/1i+56j89AmsnEKepXN7Qzz1CkVRjZv01zK2lzWuvwzALY9ARCezsPXMYxSXlmNQRzP+OvewgldADPX8xSSz8Nd1T4TEpsGlWzvOmMzcQp6ls6UB3oXGIzEjh+4nx2888RCvA2Pptpe+UTj74D26WrVCQzCumxWueQTgpncQolJY2HyBrdMQB/46BcWmYq/bKzx4H4ay8nK+YzyCYnD4lieeNaKXsJrJ9la47BOAa75BiMxgYcOdxyguK8cwS/7yL3O7j/Pv/KhnMSozC+tuPYJAixawb8nr3VGRlsQvfbvS8WWV/H+MGgpitF0M9YNreADCszOxxuMBNd5cjPh/N7xT4vEgNhwROSzE5WXjROB7hLDS0V5Vi+5vKSMPKxVNamj6ZaQgKodFX4sJCmGwvkmj6DCxkxWuvA3A9fdBiExj4bfr7OvI2Yb/PBCv3657r3DPLwylFZ9fR6JCgujZxpCOeR+TiLjMHBx+4o24zGyMsrNoMLmHD7XBmQte8PCOQFR0OrbuvA0lRSl0dDCq85gRzu1x574v7j/yR2xcJnYfeECNvn69eeerpKQcrKwCzlJYWMrZV1rKu6+ishKWFrq488Dvm+QnRt3Zs57w9AxHVFQ6tm2/DSUlKXTs+AX5h9vi7l1f3H/gj9jYTOzZex8lJWXo26ct3V9Z+QlZWQU8S0dHIzx/EYLi4jKO/DX3VxL5LXVx754vvpehI+1w/sQreL0KQ3REGnb8dh2KStJwdGpd5zFvvSJw8u9n8HjB6yWsybOHAfjwNhopSdmIjU7H33sfQlJKDC1bqaIxcdbqgvvJXniY+gZxhanYH+6KkspS9Faz4zuebJcWlsBvgccQlBuN1BIW/HMiEVWQhOba4PpHLs2d/4xhKCQoQMO97/zjeHobvfWPg5mhOt9jzIzU8TaA19X+2jeWbq8vxi1VYNRSBbeeBdRLh9a6qngdHMujw5ugWOoZ5AfZTvbXxCswBuYGGnzHK8hIoKN5S9x49WX5pCREkFtQjO+F6GSio4rXobzz8jokDm1b1v9z/lGQMGobdVV4RteQn/SijI6DpdbXyS8uLAQhAUHkFHE/T3Jr2TmkD455vkdEOtuz25g6mCupwT2J7emr1sE9KRZWKvyvk9o4qutAX1aehosJIoKC9P+Sigqec5ZWVMBGVbPhdRAUgKmGKrwieK8j78g4WOjU7zoSFBCg12dJrYePkrJyWOp93efy/1BXk4WighTef+B+9gWFpQgKSYKpCf/3EBISgLGhGt5/4L0PkHOYmvB+tj26muLGpfk48dcUTJ/sBFHRuoNEvbubUePsxavQr5dfXRaKilJ471ND/oISBAcnwdRUs075jYzUeI6h8vvE1HmMoaEqXe7drdto7dXLnC1/rfDtt6KmIUeNQJ+3XG9kYUEJDfeamLMffBoC8jn0G2KN/LxiRIXXnQr03e/TQhCG0lrwyeKmLX3CJ3zICoOpjB7fYzoomiE4NwbzWg3HRftN+NtmJUbp9IAAU937n+A/E0qWkxGnN3lWDm/4h3jwdDUU+B6jKCeJrFru/aycAppnV18GdjNHdEImAsK+/clLTrpKh1xemcg6Cffyg8jKb7yijATf8QMcTFFQUoZnVWFkfmipyGFkN0vsdf3+MLK8FH+dMvMKoacqj6aOvIQ4hAQEkFlQS/6CQugrfZ38y7p3QlpePjyjuEbNdMf2KK/8hNNvGi+nsBp5MQmqQ0YRrw4ZRQUwkOV/XRGkhUXwevQcagRWVH7CL56PqDFJiMxmISE/ByttnLC6yvs41cwGGlIyUJGQanAd5Mg8CAogM//z66ilcv2uo8LSMnyITcKsbnaISmPRc/ezMKaGJvEaNgQK8uzPgpXNe18i9x2SO8gPWRkJCJLvDJ9jdLTZeauEx8+CkJqWi4zMPBi0VMHMKV2graWA9Zuu8z1vv95t6THEE/et8hOPHY8sWQV1yy/Llp/fMTXl55GtrwViYjMQGFR3Ll7fvm3x5Mm3yc8PBUW2TtmsWvKx8iFfte97sHM0xJpNwyAqJgxWRh5WLTiL3JzGC9HKCEtCsIUgDQvXJKssD9oS/D2V6uKKaCdmiKep77HO/29oiitjnuFwep5zsQ/Q3GAaXDdzw3DyyP5oZ2aEp+7vcOPBKwzr3xXzpwyHgIAA7j71xM7D51DRQAUPPxoRYSH0dGyNk9e80VQhIen73sEoLecfuiSFHAcWOePxuzBcf+n/w+X72SAGYD8zY0w45Uq9aYQ26iqYYGcJ53/O/dvifRGSN9jX7SQkhUXgqKFLcxRJWJmEmcs/VWLm4+vY0akP/McvRHllJfVIPouPRItm5HVYffk+Ng3rhedrZtBCK1J8ctc3lBas1AfiwVu6oDdnfdX6K2gsbtcIqUbHZCCTlY8920dDQ10OScm8hi3xTurpKmHLzttfPGf37qZYsrgPZ331Glc0NiRnkLzvmbOedY4xNWXLv3XrrW8+f7feZli4cgBnfd3SC2hMfN/HYPaEvyEjK4F+g62wbvMwLJh6DNlZjZdj+K2Q72h2aT72hV1CJT4hIj8BiqKyGK7VtVkahgzN2DBcOM0FcyYNwwuvD/h12TRoqatg9kRn/HPuBs0fmTFuMMrLK/DHn+e/+dzZuUX0xq5Qy9unICvx2ZN3NZnZBZCX4/WsyctKIrOW1/Fr6dbBEGKiwrj3glu5+S1k51XpUMvbR9brkols5zu+loeO0M5Qk3oeV//F/8dBSU4Sfy0fAb/IJGw+/QgNASku4aeTojR/GZsaWYVF1OhRlKwlv6QEMmp5r2ozxd4aMxxtMPnMNYSmZXC22+ho0uOfLZrG2UY8eit7OlGDsfv+4w2rQ3Eh1UFJnFcHJXFJpBfVfa2Th/DYPLaBEcRKQys5Rcyx6EANQ0JAZir6XT9FPYvCgoJgFRfh+sBx8K+j0vl7yCbzUFEJRanPr6OMvPpfR6Q4ZdIRVxrulxQTRUZeAf4Y3Q8JLHb+7bdC8ghJsUU1wiLsWzDpksCq4aEi9x1SacyPnNxC+nBMjqkJOYbkCtZFcAi74ldTQ/4zw7B/HwuER6QiLOLL1daenhEIDj7O87BL31u+lvykUjqyDvlz2PKTMTzy1zpHNZ2djGmhxsOHdT+I9utngfDwVLp8KySPMCTwb866cJVOcgqSYGVyCzPkFaQQ2QAhX5IjmZSQRRcSnj7hOhd9Blri4mkPNAa5ZQWo+FQBOWFpnu3ywtLIKs3lewyrNJceQ4zCakhuIjEOSWi6/FPj5jw3NEy7mmacY+gyqDsWrd+LGcu3YezcDVg5bzx+2fkP9h+9jIPHr2DFpkMY0rdzvc5NfjRCo1Jhbc5N8CeVtjZmOggI57Z4qElAWDLdXxNbc126vT6QIhf3d5HUwKuvDiGxqbA14dWhvYkO/CL5y0S2k/01sTPVhX/k56HswZ3MEBSTgvAErpFS01P493IX+v6/HX/QYK556oWJS4WdsTaPTrbG2vCLrt/n/CMhVbeByamwb1lDfoCuf0ioW/5pDjaY08kO0865ISCZ98fshl8wBv11BkP+PstZSFXyMa/3dHxj6ECMNUd1XR4diBfQJ+3rUx4EWnBzC2uSV1ZKjUI9GXm0VVLDw7gINDRlFZUISkpFBwPe68jOQBu+cd9/HRWVlVOjUEZMFI6GungWFFW/8xSVIjE5m7OQ8Cjx5Fm14372EhIiMG2tgaBg/p99eXklQsNTeI4hulq300NQcN2h1lYGbC8neb+aiIsJo2snY9z9iqITIn9SUjZnofJn5sPKSo9HfhMTDQTVEfYl8oeFpcDKUo9HfitLXb7H9O1rAU+vcOTUEW4VExNGl86t6110UlRYyjHUyEKKQjIz8mDZviWPTq3baCLYPwENTYsWLTgPCI0BMeLC8xJgKW/IfU+0QDt5IwTlcvM8a0IKTtTFlXm8+1riyrQ6ubkZhQzN3GOopqwIvyD2j0ZQWAwqP1UiMJTbTsE/JBJqynXnPP0/Lt55j3Vz+iAkMgVBkSkY2c+KevBuP2cXWvwytw/SWfn46wK7vcPlez44vMEFowdYw9MnGj0cjNHaQBXbj7D7gBGkJcWgpiQNpapcG52qfEXibST5i9VoqsqhnYkWlm67hu/h3MP3+HVqHwTFpNLehWN6WNG2MaRKmfDb1D5Iy8rHoWtsHS4+9sE/K1xoNbO7XxR627aGqZ4qttTy+EmKiaCHjRH2XnrB3yhcMQLJmbnYe/kl5KXFOfsawqt39qkPNk7ojaDYNATEpmBMV0uq0w0vtk6bJvZGWnY+DtxgP1GTXDLSy5BAPFEqclIw0lJGUUkp4tPZnhxyvLayHOc9NBVl6BhSMJOSxZtr872c8PLB9iG9EZCUBr8k0q7GEuLCwrj2kS3/9sG9kZqXj91P2fJPd7DBgi72WHrtHhKzc6FU5W0kOW2FZWXILiqmS01IVXJGfgGiMxunB+DRgHfY5dSPVhD7knY1ZjaQEBKGaxjbS7PbqR9SCvOx4x07r3ROWzs6lngMRQUE0VXbAENbtcE6D+511U/PGKziQiQW5KK1vDI2dOiOh7HheFXVzqahOfXKB1tG9EZgYlpVuxpL2rbI7T17Hsi+tNx87H3gwSlYIb0M2a8FoSIjhdbqyigsLaUVyARiBBKjJTo9CzqKcljWtxN9XX3OhuCK2zuMH+2AhKQsJKdkY+qETsjIzIe7J7dYYNfWkXD3DIfbLR+67nrtLVYv608NxODQZFrZTAyke1VeNRIu7t7VFK/fRCI3rwj6LVUwd0Y3fPSLo5XPNena2YTm/D16Wj+drl57i3FjHZCYwEJySg4mT+6EjIx8uLtz5f9j5yi6fv1GlfxX3mDVygEIDUtGSEgyhg0j8ovgfi3jVENDDm3bamP1mst1vn/XrlXyP264OXG79BpjJnVCYjyLVhBPmtGFGoseL0M4Y7YfGA+PFyG4eeUtXRcTF4aGlgJPEYu+oSrycouQnppL52f0pE7wehVKPZEk13LgcBsoKcvg5ZP6RZG+lmsJz7Gs9RiE5cXT3oWkXY2YgAgeprym+5cbj0VGaQ5ORLOjRbeTPDBQoxNmtxqKG4mvaI7hKJ2euJH4/Xnl/waMx7AZG4ZpmVkw1NdGYko6Wuqo06pAI31thEWyk/KNDXSQUc8QDuGJVygtQpnu4ggFOQmEx6RjydaryKoy4FQVZWibhGpIgciGA3cxY6QjZo7qiISUbKzaeYPTw5DQycaAGpvVbFrEzlU55uqJY1e8ONsHdDVDGisPb/y+70fx0dswyEtLYNYQB1pAEhafjvl7rnGKN9QUpGmLnJoew7VH7mLOUEfMdXZEfFo2lh28yelhWE0vW2P6bHj/DffGV41dGx3oqMrT5d6uGTz7bKbuxvfy8H0YLUKZPcCe6hSakI65B93AqgoBqslL88yLsqwULq0Zx1mf2NOGLu/C4jF9Lztny1RHFUcXj+CMWVbV7/CmVyA2nOEa9g3BvaAwKEiKU2NPmTRBTk3HtPNunIIUdVneOSHNqkWEhHDAZSDPeQ688MLBF/9O/unt6BAoioljiXVH2uA6KDMNEx64IqOqhyEpGqmpg4SwMH536AV1SSkUV5TTYpNFz+/Q81SjIiGJX+y60pB0WlE+roUHYv/HuvPEvpf7/mFQkBLHvB72UJKWQEhyOmaecOMUpKjLSeNTDR2UpaVwdQH3OpriZEOXN1HxmHyEfR1JiYliUW9HqMlKIaewBI8Cw7HvgQcNvTcUF1xfU6Nh2YLetJmyf2ACVqy7zNPDkIR/ZWW5D2TPXoZATlaCNsaubnBNjqkuliP9A63b6dL+hsQjmJaei5ceYThzwZNv0QnZl19QUi/5L14k8otgyZI+bPn9E7Bq9SWeHoYaVH5umP/58yr5J3WiIWTS4HrlqkvIqpVnRwpKSE/Dd7X6LfLI37ctXr0Ko9XQDcXlM55Up0WrBlCdAvzisGbROZ4ehupa8pCtkWpkZKKBPw5P5KzPWsTOJX145yP+2HSTtgPS1lNEz34jICMngbycIoQGJ2HJrJPUS9mYvEj/AFlhSUzQ6wt5ERlE5Sdirf/fyK7qYagsJs8TNk4vycZa/78w02AI/rJZgYySHFxPfIHLcU8aVU6GpkELqFg3mXqd5XPGYvzwPnjw/DU62lrg5oNXGNq3Mw4cd6WhS5KDePuxB37bdazOc3xKfQeHkbvQnPG8tLRBDK5/E/LXVCzn7EFz5sPhxTDe2Hx1CF2/GLrHdqA5Ezt1Bdqsbr5zQAjcuhhd+mxHc+X5/ZXo1n0bmjNPn6xCrw4b0Zx56L0evV8sQnPmoQu32fqPxOwI/7+Q01gETL+D5kyT8hiSopLiklLYtG2Nc9ce0LzCoLBorFs0GeJionj08g12HDr7b4vJwMDAwMDA0Ez4GZpO/2cNQxLmOXCMt/0BaVlDFgYGBgYGBgYGhv+QYcjAwMDAwMDA0JAwDa6bcbsaBgYGBgYGBgaGfw/GY8jAwMDAwMDw08K0q/k2GI8hAwMDAwMDAwND02tX0xCQdjUMDAwMDAwMTYsWqjb/yvsa/znoh75f6OybaM78lKFk+9HNu4+h14WlaD+lefcxfHt8CdrNa9795z4eZPoYNoU+hqZrmu8cEIK2LEbn/s13Hl7cWdGs+zBW92Ls3f43NGcevN2Ark+X/ttiMPwH+CkNQwYGBgYGBgYGwk8VFv0BMDmGDAwMDAwMDAwMFMYwZGBgYGBgYGBgoDChZAYGBgYGBoafFqZdzbfBeAwZGBgYGBgYGBj+mx7DYT3bYexAGyjISiIiLh27Tz5FUGRKneO72RlhxghHqCnLICElC4cuvILXx2i6T1BQADNdHOHQriU0VOSQX1SCd/6xOHzxFTKyCjjnmDjEDo6W+jDUVUZZeQV6TTv0XTqM6GaBcX1soCgrifD4dOw89wxB0XXr0N3GELOGOkJdSQbxqdk44PoKnv5sHarRU1fA/OGdYGWsRfWKTsrEikO3kMrK44wxN1DHbGdHmOmro6KyEmFx6Viw+xpKysrxvYx0ssDE7tZQlJFEWGI6trs+Q0BsKt+xBmqKmD3AHqbaKtBQlMXOK89x7vkHnjFTerVHd4tW0FNVoPL5RiVh7w13xKZloTEYY2OBqQ7WUJaSREhqOjbdewb/JP7yj7A0wxALUxgqK9L1wOQ07H7qXuf43/p1xyibttjy4DlOvebVsyGZYGKJGea2UBaXRDArDRu8HsM3g/911UfXEHMt7KErIwdhAQFE52bhSMBbuEUEccYoiUlgVfvOcNJsCRlRUbxOiccGryeIyW2cOeDH6A4WmNLJGkpSkghNScfmW8/gn8D/cx5uY4bBVqZopcqel6DENOx96F7n+IZkyriOGNC7LaQkReEfnIjdhx4hMenLn9OQ/pYYNcwWCvKSiIxOw76/HiMkjP987fhtOOxs9LF20zW4e0fwVBzX5rftN/H0Zcg3yT95fEcM6GtB5Q8ISsTuAw//v/wDLTFquB2VPyIqDfsPE/mTOfv37hiNdm11eI65eecDPXdN+vQ0wwjn9tDWVEBBYQmevwrFvkOP8L1MmNkFfYZYQUpKDEF+8di/7Q6S4ll1jjez1MGI8Q4wbK0BRWVp/LrsIrxehNY5fsGq/ug/zAZ/7b4Ptwuv0dAM0XTESJ0uUBCRRmR+EvaHuSEkL57v2N5q7bHKdBTPttKKMvR+sYqzLi8shRmtBsBGwQhSQuLwy46i50wsykCTh6k++Sb+Ux7D7h2MsWB8Zxy76oVJa84gPDYde1YNg7yMON/x5oYa+G1+f9x67o+Jq8/g5bsIbF86GPpa7B8OMREhGLdUxQk3b3q+1btvQkdDATuWDeE5j7CQIJ56h+LaY9/v1qFneyMsGtkZR296Y/xvZ6lheGCJM+Sl+evQ1kAdv8/sjxuvAjDu17N48SECf8wfBANNtg4ETWVZHFk9EjEpLMzccRmj15/GsVveKK1h8BGjcP9iZ7wOjMWkTefp4vr0Iyob4I9Q9rIywtKhTvj7njdGbz+HsMQMHJ7rDHkp/jqRzz0xIwf7brojPYdrgNfEupUWLr30xYQ/LmLWwasQEhTAn/Oc6bENTV9TI6zu5YRDL7wx9J9zCEnJwLGxzlCQ4C+/nZ4W7gSEYMLpKxh1/CKSc/NwfJwzVKQlPxvbw9gAFlpqSM3NR2MyoGVrrLPrin0fPDDgxikEs9Jxpo8LFMUk+I7PLinGQV8vON86i95uJ+EaHoA/OvWDk6YeZ8yRnkOhIyOHaY+vod/1U0jMz8W5vi4QFxLGj6CPuRFW9nPC4SfeGH7oHEKSM/DPZGcoSPKfF1t9LdzxDcHko1cw5q+LSMnJw5HJzlCR+XxeGpLRw23hPNAKuw49xKwlZ1FcXIY/No2AiLBgncd07dQac6d3xanzHpi+4BQio9PxxyYXyMl+Pl8jhtjg0xe+p1v33MXQcYc4i7tX+LfJP8IOwwZbY/f+B5i96AyKisuwc7PLl+V3ao0507vh5FkPTJ93EpFRafSY2vLfuvsRzqMPcpa/jj3n1c25PaZOdML5S96YNPMYlq6+hLfveR9664PLBEcMHmmHA1vvYOHkoyguKsWWA+MgLFK3TmLiIogKS8XBHXf/7/kdurRGa3MtZKTlojHoqtIOsw0H4VTMQ8x4u4cahjvazYCcsFSdx+SXF8HZ/VfOMsrzd579m9pOhrq4Atb5ncCMt7uRWpyFPyxnQkxApFF0YPj3+E8ZhqP7W+PmU3/ceRGImEQWdhx7hJLSMgzoYs53vEtfK7z2jca52+8Qm8TCP66eCI1OxfDelnR/QVEpFm65gifeYYhLzkJgRDJ2nXgCE301qCpKc85z9IonLt7zQWTc9z9ZjeltjesvA3DLPRDRSSxsPf0YxaXlGNTJjO/4UT2t4BUQg7P33yEmmYW/3DwREpuGEd3accbMcXaEp1809SQSL2Bieg5efoxCVl4RZ8ziUV1w6ckHnLr7FlFJmYhNycLjt2HUA/q9jO9mhWueAbjhHYSoFBZ+v8jWaYg9f50C41Kx5/orPHhP3p+/t3LuYTfcfB2EyJRMamiuP/sQGgoyMNVWRUMz2d4Kl30CcM03CJEZLGy48xjFZeUYZslf/mVu93H+nR/1LEZlZmHdrUcQaNEC9i15vSPEUPylb1c6vqzy+z/nLzHNzAYXQ/2ogReenYk1Hg9QVF4GFyP+3w3vlHg8iA1HRA4LcXnZOBH4HiGsdLRX1aL7W8rIw0pFE2s9HsIvIwVROSz6WkxQCIP1TfAjmNTRCq5vA+DmE4TINBZ+u8G+rpyt+c/Lisv3cfG1H0KS0xGdnoVfrrHnpYMB77w0NCMG2+DMJS94eEcgKiYdW3bdgaKCFDraG9Z5jMtQG9y+74d7jwMQG5+JXQcfUIOyXy/e+WqlrwKXoe2xfd/9Os+Vn18MVlYBZykt+7ZrbfhQG5y5UCV/dDq27rwNJUUpdHQwqltn5/a4c98X9x/5IzYuE7sPPEBxSRn69eaVv6SknEe2wsJSzj4pKVFMndAJW/+4gyfPg5GUnE3f37OGR7S+DBlthwvHX8LrZSiiI9KwY8N1KCpJw6Fz6zqPeecZgVN/PYPn8y97W4k3cc6yvtj+yzWUl1eiMRih7YQ7Sd64n/wWsYWp2B16FcWVZeirYVv3QZ+ArNI87lLGfRjVEldCG1k97A29itC8eMQXpmNP6FWICgijmyr797Cp5xj+yKW506QMQxUleSyfPRaX//kdL64dxrOrh3Bq3y8YPaQnBAS+T1TiMSLevbcBcZxt5CGarJsZqvM9hmyvOZ7w2i+2zvEEKQlRVFZ+Ql5hCRoaokNrXVW8CYrl0YGsE48eP8j2tzXGE7wDYmDeSoO+btECcLTQR1xqFvYvccaDvbNwYt1odLY04Iwn3khyHlZuIY6tGYX7e2bi75UusDDUaBCdTLRV8TqUd17IetuWdX/O34qUGPupNqewGA0JCaO2UVeFZ3QN+QG6bqn1dfKLCwtBSEAQOUVc2citZeeQPjjm+R4R6ZloTIgO5kpqcE+K4dHBPSkWVipfN8eO6jrQl5Wn4WKCiCDbs1JSUcFzztKKCtioaqKxERYUgKmGKrwjeK8rr8g4tNP5unkRI/MiKNjg10xN1NVkqRH4/iP3O1pQWIrg0GS0ac3/sxcSEoBRKzW8/1hjvj6BnqPmMaKiQvhl+QDs/fMRNarqYtHsnrhxfh7+2j0e/Xqa10/+DzE88geFJMHUpG75jQ3V8P4D732MnMPUhPfa6NHVFDcuzceJv6Zg+mQnqlM1NpYtISDQghqhp/6ZBtczc7BhzWAoK3EfyuuDmqYcNQJ93kRxthUWlCAkMAEmbbW/69zkfrvit6G4ctYTsVHpaAyEWgjCSFoL71lcz+8nfIIPKwxtZHTrPE5cUAQXHNbiksMv+N18MvQkuQ/RwgLsz720spznnOSB1VyuZaPowfDv0WQMw7amrfDC7TC6dbSGsJAQWupowC8oAoVFxfhlyRS4Hd8KyTpCc1+DnIw4NUJYtUKPrJxCKMrxDxWR7WQ/7/iCOseT0Mmc0U545BmCwiLuk21DISddpUNuLZlyC2m+IT/I9kx+42XYIRsFaQlIiolgYj9bePnHYP6uq3juE4EdcwfByojt/dFUlqP/Tx9sj+sv/bFgzzWExKbi8LLh0FZh76svJFxMdMrM45WRyKxUJeP3Qm7Gy4d3wYfIREQmN6yRJS8hDiEBAWQW1JK/oBBKUl8n/7LunZCWlw/PKK4RM92xPcorP+H0m8bLKaxGXkyC6pBRxKtDRlEBzTesC2lhEQRNWISIyUtxvNdwmj9IjElCZDYLCfk5WGnjBBkRUWp8zmprCw0pGahI1B3OaijkyLwICiAjv9a85BdCSfrr5mVpn05Iy82nxmRjQfLrCLUNt6zsAijI8/+cZGUkqG5Z2YV8juHO17zp3RAQnEQ9eXVx7Mwr/LrtJpatu4wXnqFYNKcnhg20+gb52TKysmvLX8gjS235SR7z/zvm8bMgbN55G4tWXsC5S97o1c0Ma1cM4OzXUJdFixYtMG6UPQ7+/QQbNl+HjLQYdm0dSY3P+qKgyNYpO5NXPrKuoPh9aQUuEzuioqIS1y82fE5hNbLCkhAUEKRev5pklebTfEN+xBemYUfIJRom3hJ0jn6uB6znQ0lUlu6PK0xDSjEL0/X70fxCYnyO0ukKFTE5KIrIoKlDHjx+5NLcaTLFJxuXT8eRszew+++LdN25XxdMHtUfAycsh6y0JFyPbMbKeeOwfscRNEXIje73hQOpEbLj+GM0F1oIsN3eLz5E4sIjH/o6LD4dbQ004Ny1LXzCElA1BG7P/WgIm46Je4H2Jjo0hH3oqjuaMqtduqGVuiIm7bmMpgYxAPuZGWPCKVfqTSO0UVfBBDtLOP9zDk2Z/LJS9HU7CUlhEThq6NIcRRJWJmHm8k+VmPn4OnZ06gP/8QtRXllJPZLP4iPRgvpDmzbTnNqjX1tjTDzqitIGSJeopkcXUyyd14uzvurXq2gMHOxawaqtLqYtOPnFcacvenFeh0elQVxMhBa0XL3FvhfUhnjwli7ozVlftf4KGovb97g52dExGchk5WPP9tHQUJejYWNivAgLC2L/n4/xzoftsdy47SaunZ8HSwvdr8417NrHHAtXcw3OXxafbwRtgFat1TFklB3mjvsbTY2g3Fi6VBOQE4NTdisxUMMeJ6Lvo+JTJTb4n8Ly1i645fQ7Kior8D4rHN4ZwfQ3j+HnoskYhuatDbBgHffvA7vde4Hdvy2AkoIcMljZ+H3vSezZuKjehmF2bhHKKyppNXJNFGQlkFnrybUasp3s5x0v+dl4YhRuXjgAakrSmPe7a6N4CwnZeVU61PKkkfXMOoowyHZFfuOrvIj0nOUVtAq5JtHJLLSrChVnVJ2b5DTWhOQsqil8X9gmK5+tk2ItLw6ROaOWp7M+rBrRFU5m+piy9zLSshu+gCOrsIgaPYqSteSXlPjMW1WbKfbWmOFog8lnriE0jZt/aqOjSY9/tmgaZxvx6K3s6UQNxu77jzesDsWFVAclcV4dlMQlkV5UdwiSPBjH5mXT10GsNLSSU8Qciw7UMCQEZKbSohPiWRQWFASruAjXB46Dfx2Vzg1JNpmXisrPvLaKUhLIqOWdrs3kjtaY1tkGU49fQ1hKw1ZceryOQHBoEmedGDYE4imr6TWUlyOVuvyroXNyC6lu8nK8upFjqs9h1VaHGlC3Ly/kGbNxzRD4BSZg0Wr2A3htgkKTMHG0Ay2Y45c/TLyPwSE15K8q5lIg782qKb8ErTSuS37iNSPH8Mov8cWQd3AIu2JZU0OeGoaZVe9HchQ5584pQk5uEVSUv96L5f0yFKEBCZ/pJKcoCVYm955B1iPD6l+hbm6pAzl5SZy9tZizTVBIANMX9sKQUR0wcfA+NAQ5ZQXUcJOv5R2UF5ECq5YXsS6IIRienwhNCSXOtrC8BEx/uxuSgmLs1JeyAhy2XoDQPO5n11T5GfL+/pOGYUZWNlSVFRCXyP7iKSvK0fye/KoQXVRcEuRk6h+CIjdSUjhiY6ZDq4sJ5EnHpo0Orjz8yPeYgPBkuv/SPe7Ts625Lt1e2yjUUpPHvE2XkZvfePlIRAcSwiWeOuLhq9aBrJMKYX74RybT/RcecUOSdm104R+RxDlnUEwqdNXkeY7TUZNHcib7JpKUkYu0rHzoqtcaoyr/Wdub+ugUHJ8KW2NtPPPj6mRrpI2LL32/2yjsZtEK0/a5Iimzcar/yiorEZicCvuW2ngSWiU/QNfPvq1b/mkONpjV0RZTz11DQDLvj80Nv2CesDKBVDnf8A/GtY+BjaIDMdYc1XXxMLbqu0HyBjV0cSqIv+eIH8SzXJ1bWJO8slKgDNCTkUdbJTXs8ml8D3MZua6TUtGhlTaeBHOvqw4G2jjvVfe8TOlkg5ldbTH9xDUEVt2LGpKiolIk1npwJJ4wKwtdjiElIS4CE2N13LjLP42AFCyERaTAup0up/UM0c2qnS7cbrPn6/yV17jz0I/nuJOHp+DQkafweMP+PPhBilVy84rqLCqrU/52NeSXEIFpaw3cvPOxTvlDw1PoMdUV0ER+63Z6cLv1vm7ZDFQ470cICGIbJNpaCkjPYN+rpKXEICsjjtS0nDrP85lOhaV04dEpIw+W7fVplTHVSVIErfFP0MoAAQAASURBVNto4faVd6gvj+/68eQtErbsH4cn9/zw8Bb/z6o+lH+qoEaclbwhPDIC6DbipSfrbokeX3UOAbSAvqQ6XmcGf7avoKIYqAA0xZVgJKON49F1FzYxNE+ajGF4/5k3tq2dg017TqC0tAyLZoyE1/sAFJewv7AGuppISfu+/LALd97jl9l9EBKVgsCIFIzqawUxUWHcfsH+8qyf3QfpWfn48yL7h+vyPR8cXu9Cq5k9P0Sjh70xWuurYtuRhxyjcMuigbSoZdkON5oIXe1hJAYiMXoIpEJZRkqMehRJEQ3pZ0hISMlGUUnZN+lw/sF7bJjWB8ExqQiMTsHonlYQFxXmhHh/ncbWoTq8e/GRDy0UGdvbGu6+Uehl1xomeqrYcorb5+vM/XfYMqs/PoQl4l1IPOzN9NDJQh+zdnBDr2fvv8WMwQ60apmEmgc4mkJXXQErD9/6rjmh7//UB5vG90ZQXBoCYlIwtqsl1emGN1snsi8tJx8HbrJvaiS/ivQypK+FBKEiJwVjTWUUlpQiPoP9g7DGpRv62hhj0T83UVBcyvFI5heXoOQbqy7/Hye8fLB9SG8EJKXBLykFE+0sIS4szDHitg/ujdS8fOx+ypZ/uoMNFnSxx9Jr95CYnQulKm9jYWkZCsvKkF1UTJeakCTvjPwCRGc2Tg/AowHvsMupH60g9k1PxhQzG0gICcM1zJ/u3+3UDymF+djx7iVdn9PWjo4lHkNRAUF01TbA0FZtsM6De1310zMGq7gQiQW5aC2vjA0duuNhbDheJXILFRqTk+4+2Dq8NwIS0uCfkIIJjpYQFxGGmw97Xsg+kkO45yF7XqY62WB+D3ssv3QPSVm5HG8jnZfSb/uefguuN95hwih7JCRlISUlG1PGd6LGT822Mbs3j8QrrzC43WYbi5fd3mH1kn4ICU+hvf+GD7aBuJgw7j1iz1d1FW9tUtNzkZLK/o442BpQLyPxEpaWlsPGUg/jXDrg0rW33yT/Fbd3GD/agcqfnJJNK4UzMvPh7hnGGUPy/tw9w+FWFaJ2vfYWq5f1pwYiKbQhlc1iRP6HbPmJt7N7V1O8fhNJDVX9liqYO6MbPvrF0cpjQkJiFn2P+bO64499D1BYWILpkzsjLoGFD77flxd6/cJrjJ7SCYnxmUhJzMbEWV2psej5gltxvO3weHg+C8FNV/bnJSYuDA1tBc5+NQ156BupIi+nCOmpufR/stQ2krMy85EQ27C5z67xL7HKZBTC8uIRnBuH4dpOEBMUwf2kN3T/apPRSC/JwdEodmudCXo9aSg5sTCD5hCO1O0KVTF53Eni5kJ2Vm6L7LICpBVnQV9KHfMMh8AjPQDvWNx5Zvg5aDKG4faDZ6H6qwKtQiYG13u/EMxbww0tE7YeOP1d7/HEO5T2LJw23BGKchK0j+HibVeRVVVgoqokw9OXzz88CRsO3sUMF0fMGtkR8SnZWLnrBqIS2F9iZXkpONm0oq/PbJ/A815zNl7Ch2D2E+30EQ7o35nbIuP0tgmfjflaHr0Ng5y0BGYOcYCirAQ10kgxSHVBCgntfqrk6uAXmYx1/9yljalJWxrS4HrZgZuITOTeiEixCWl7M6m/LZaO6Yq4FBZWHroF33BuyIh4HEWEhbBkdBfISIrR/onzdl2hrW2+l4c+YbQIZXZ/e1oYEJqYjjmH3MCqCvmpE51qzIuKrBQurR7HWZ/Yw4Yu78LjMW0fO+fJxcmC/n9skQvPe60/84C2sWlI7gWF0d54xNhTlpJAcGo6pp134xSkqMtK81xXpFm1iJAQDrgM5DnPgRdeOPjCG/8Gt6NDoCgmjiXWHWnBSVBmGiY8cEVGMVsHUjRSUwcJYWH87tAL6pJSKK4op8Umi57foeepRkVCEr/YdaUh6bSifFwLD8T+j54/TKf7/ux5IcYeua5IG5qZJ9xoAQpBXa7WvNix52XfWN55OfTEC4eeNN68XLjyhub2LZvfC1KSYvAPSsDyX1x52sYQQ4kUbVTz7FUI5GTFaWPs6gbRy9e7flaQ8iXIg+vQAZa0SIW4iBOTs3DoyDPcfvBtnvoLrq+pUbdsQW/aDNo/MAEr1l3mkZ+Ef2VlucWDz14S+SVoY+xq+ckx1fKXlVVQj+jwIWyDNy09Fy89wnDmAu/1s+WPO5g7szu2bRxO59LXPw4r1l6moerv4fJpD2roLVwzkOoU6BuHtQvOoqyUq5O6pgJkaoTzjUw0sPPvSZz1WUvYuZgPb3/Ert9u4EfyLO0jLUKZpN8bCiIyiMxLxErfI5wWNKRopLJG12diDC5tPYKOzS8rpB7Hee8P0FY31SiKymCO4WAaks4szcXD5Pc4E/P9jcR/CEwo+ZtoARXrJlVDIyoiDEFBQVqNXB8+pb6D/ehdaM54XViK9lN4jeLmxtvjS9Bu3h40Zz4eXAzjjc1Xh9D1i6F7bAeaM7FTV8B0TfOdA0LQlsXo3L/5zgP56yhd+mxHc+b5/ZXo3f43NGcevN2Ark+XojnzfPSLf+V99fc5/9D3i1p4Dc2ZJuMxrIY0nKYJSQwMDAwMDAwM38nP0ELmP9nHkIGBgYGBgYGB4d+lyXkMGRgYGBgYGBgaDMZj+E0wHkMGBgYGBgYGBgYK4zFkYGBgYGBg+GlhGlx/G4zHkIGBgYGBgYGBoWm2q/leSLsaBgYGBgYGhqZFC1Wbf+V99XYP+6HvF7Okcf4G+o/ipwwldxjbvPsYep9bivaTm3kfwxNL0HZx8+4/57dnMYw3NV8dQn/5OfoYmqxvvnNACN7Y/PsYdh64E82ZF7eWo5ftRjRnHr5ZD6cny/9tMZonP5X7q/FhQskMDAwMDAwMDAw/r8eQgYGBgYGBgYHAFJ98G4zHkIGBgYGBgYGBgcJ4DBkYGBgYGBh+Xpgcw2+C8RgyMDAwMDAwMDA0TY+hsJAQ+nTrAOu2raGiKEe3pWVm451vMB48e42y8vLvOv+wnu0wrr8NFGQlERGXjl2nniIoKqXO8d1sjTBjhCPUlWQQn5qFQxdewcs3mu4TFBTArBGOsG/XEprKcsgvKsHbgFgcvvgKGdkFnHMY66lg7ignmOirorLyE569Dce+s89RVFJWLx1GdLPAuL42UJSVRHhcOnaee4ag6Lp16G5jiFnO1Tpk44DrK3j6sXWoRk9dAfNHdIKVsRbVKzopEysO3kIqK++z8+1bPBQObVti2f4bePEhEg3BSEcLTOpmDSVpSYQlpWPrtWcIiEvlO9ZATRFz+9jDRFsFmgqy2OH2HGdffqjz3FO6t8eiAR1x9oUPdlx/gcZgjI0FptpbQ1lKEiGp6dh0/xn8k/jLP8LSDEPamsJQWZGuByanYfczd57xWwf1grNFG57jXkXEYNoFN/xIJphYYoa5LZTFJRHMSsMGr8fwzaj7WqtmoH5rHOw6CA9iwzHj8Y+TeYytBaY4WkOpah4233kG/8Q65sHaDIPamcJQhT0PQUlp2PPYnTNeSEAAC7s7wMmoJbTkZZFfXAKvqDjseuSO9Dzu97shmDKuIwb0bgspSVH4Bydi96FHSEzK+uIxQ/pbYtQwWyjISyIyOg37/nqMkDD+c7Pjt+Gws9HH2k3X4O4dwVNxXJvftt/E05ch3yb/WEcM6FUtfxJ2H36IxOTsL8vfzxKjnNtz5f/7CULCufIvndsL1ha6UFKQRFFxGQKCE/H3qZeIS2Bxxli11cHUcR2hr6tM76cPngTg6JlXqKj8fhfRhBld0HeIJaSkxBDoF4/92+8iKZ773rUxt9TBiHEOMGytDkVlafy6/BI8X4TWOX7Bqn4Y4GyDP3c/gNvF12hohmo5YJROZyiISCMyPxn7wq4jODee79g+6jZYYzqSZ1tJRRl6Pl/DWRcXFMFMg37oqNwGssKSSC5m4Uq8O24meqPpw+QYNluPoZ62Ol64HcbejYtg1lofAgICdCGv921ajGfXDtEx9aVHB2MsHNsZR695YeK6M9So2rtqGORlxPmONzfUwMZ5/XHruT8mrj2Dl+8isGPJYOhrsX9IxESEYKynihNu3vR8q/behK66AnYuHcI5h5KcJPavHo6E1CxM3XAei3Zcpcf/MqtPvXToaWuERaM64+gNb4z/9SzC49NxYKkz5KX569C2lTp+n9UfN14GYNyGs3jhE4E/5g+CgSZbB4KmsiyOrBmJmGQWZm6/jNG/nMaxm94oLfvcCB/dy6rBvfK92xlh+RAn/PXAGyN3nUNoUgb+mukMBSn+OokJCyEhMwf7brsjPffLP9BttFUxwt4coYnpaCz6mhphdU8nHHrpjaFHziEkNQPHxjhDQYK//Ha6WrgTEIIJZ65g1ImLSM7Nw/GxzlCRluQZ9zIiGo67/+YsS9zu4kcyoGVrrLPrin0fPDDgxikEs9Jxpo8LFMUkvniclpQM1tp2xesU/j9CjUVfMyOs7OOEQ8+9MeyvcwhNycCRCc5QkOQ/D+31tHDXLwSTTlzB6CMXkZyTh6MTuPNArjNTDRX8+fw1hv15Dgsu3oKekjwOjxncoHKPHm4L54FW2HXoIWYtOYvi4jL8sWkERIQF6zyma6fWmDu9K06d98D0BacQGZ2OPza5QE7287kZMcQGnz7V/a3duucuho47xFncvcK/Tf5htnAeYIVdhx9h1rJzKC4uxR8b/4/8HY0xd1oXnLrgiemLTrPl3ziCR/6wiBRs23cPE+Ycx7INrmjRogUdIyDA/pE30FPG9l+H4Y1PNKYtOoXfdtyEo10rzJjUGd+LywQHDBlpi/3b7mDBlGMoLirD1v1jISxSt05iYiKICk/FwZ3//3vq2MUYJmZayEjLRWPQTcUCcw0H4mT0I0x7uxcR+Un4o900yAnz3mNqkl9ehCGvNnIWF88tPPvJ+WwVjfF74AWM994J17hXWGQ0BI5Kpo2iA8O/R5MyDLetnY2QiFhYdB+P4dPWYNbKHXQhr8m2sMg4bFk9q97nH93XGjee+ePOy0DEJLKw/fgjFJeUYUBnc77jR/axgrdfNM7deYeYJBb+ueKJ0JhUDO9lSfcXFJViwbYrePI6DHHJWQiMSMYfp57ARF8NqorSdIyjpT4qKiqx8+QTOiY4KhXbjz+mnkgtVbZH9FsY08sa118G4JZ7IKKTWNh6+jGKS8sxqJMZ3/GjelrByz8GZ++/o4bfX26eCIlNw4ju7Thj5gxzpB5E4kkMi0tHYnoOXn6MQlZeEc+5jLSVMba3NTYde4CGZEIXK1z1CsCNN0GISmVhk+tjFJWWY4gdf50C41Ox+9Yr3P8QhtIveJDFRYSxdVxf/Hr5MXKLitFYTO5ghcsfAnDNNwiRGSxsuPMYxWXlGNaOv/zLrt/H+fd+1KMVlZmFdbcfQaBFC9i31OEZV1pRgYyCQs6SW1yCH8k0MxtcDPWDa3gAwrMzscbjAYrKy+BixP/7QiB67OsyAHt83BGX+2WPUUMz0cEKru8D4PYhCJHpLPx6iz0Pzlb852HF1fu48NYPISnpiM7Iwi83quZBnz0P+SWlmHrqGu4HhiEmMwu+CSn4/fYzmGmqQl2W/f1uCEYMtsGZS17w8I5AVEw6tuy6A0UFKXS0N6zzGJehNrh93w/3HgcgNj4Tuw4+oAZlv168c9NKXwUuQ9tj+777dZ4rP78YrKwCzlJaVvFt8g+yxpnL3vB4XSX/nrts+Tt8Qf4hNrj9wA/3nlTJf/ghvRf368mdq1sP/OAXmICUtFyER6bh6Fl3qCrLQE1Flu7v1qk1fb9TF72od9I3IAF/nXiBof3aQVxcGN/D0FF2OH/8FbxehiE6Ig07fr0ORSVpOHZuXecxb70icPKvZ/B4XreXkEC8iXOW9sW29W4oL69EY+Ci44Tbia9xL/kdYgvSsCvkGoorytBfw7bOY8izA6s0j7Nklebz7DeT1cP95Pf4mB2FlOIs3Ep6TT2RJjLaaPJ8+sFLM6dJGYbtLUyx/eAZ5BfwGiQEsm3HobOws+QNr30tQoICMG6pircBcTxfBLJubsjfC2nWSp1nPMHbLxbmrer2WkqJi9JwcV4h+0dcRFgIZeWV9L2qKSllGzMWxprfrENrPVW8CYzl0eFNUN0ymRuo421QLK8OATEwN9Cgr1u0ABzb6iMuJQv7lzrjwb5ZOLFuNDpbGvAcIyoihE0z+2HH2afIzC38Jrn/n04mWqrwDuOdl9fhcbDQrb93mLB2eDe8Co7G6xrnbmiEBQTQRl0VntE15AfouqXW18kvLiwEIQFB5NQyXm11teC5ZCbuz5mIX/t2g5y4GH4URC9zJTW4J8Xw6OWeFAsrFfa1w4+F7RyQUVSIS2H++JEIC7LnwSuS9zoi6+2+ch6Ih1BI8PN5qIm0GPv73VBGurqaLDWi3n/kfkcLCksRHJqMNq35f85CQgIwaqWG9x9rzM0n0HPUPEZUVAi/LB+AvX8+ogZfXSya3RM3zs/DX7vHo19P82+TX7UO+cO+Qn7f2M/lN+Z/jJioMPr2MENSSjbSMtheNmFhQZSW8hqx5N4qKioMYwM11Bc1DTlqBPq8ieJsKywoQUhgIkzMtfA9kPvtyt+GwPWsJ2KjGieKIdRCEEbSmnjH4np+P+ET3meFo42sbp3HkVDxZYc1uOK4FlvaToKepCrP/oCcGDgqm0JJVIauW8obQFtCCW9ZYY2iB8O/R5MyDHPy8qGtwXsx1kRbQ4WOqQ9y0uLUCGHl8N4gs3ILaa4ePxTlJMHK4TWCsnIK6HZ+kNDJ3NFOeOQVgsKiUrrtXWAcFGUlMLa/DX1/aQlRzBnViXP+eulQyzAjMirK1KGDrORnhhwdXxWyUZCWgKS4CCb2t6Wexfl/XMVznwjsmDeI5htWs2R0F/hFJuFlA+UUViMvydYpM49XRrKuJPPlkOWX6GNpBBNNFRpubkzkJcRpLlpmfi35CwqhJPV18i/r3glpefnwjOIaNa8iY7DyxgNMOnsFO5+4o72uFo6MHko9Wj8CeTEJqhcx8mqSUVRA8w35YaOqiZHGbbHKvWE9yl+DnETVdVTAZx6kv3Ieen0+DzURERLE0l4dccc/BAUl7O/390Ly6wi1Dbes7AIoyEvxPUZWRoLqmpVdyOcY7tzMm94NAcFJ1BNZF8fOvMKv225i2brLeOEZikVzemLYQKtvl79GTjU/WXjlZ89VVlZt+Qs/O2ZIv3a4d3khHlxZBDvrllj6iyvHy/bmQww1Prs7tabhZSUFKUwcZU/3KSp8272VRydF9ueezaqlEysf8lX76svICY6oKK/E9Utv0FiQ/D/yoFnb48cqzaf5hvyIL0jH9mBXrPE7iU2BF9ACLXDYZi6URdneWcK+0OuILUjFtY6/4GnXbdjZbhr2hF6HbzZvvjpD86dJFZ9ccHuEfb8vxt4jl+D+2hfpmexQlLKiHDraWWDhNBecuHgbTRFSsLF5/kCa4rr9xGPO9ujETGz8+z4Wju2C2SM7obKyEpcffEBmdgE+NUCC9PfSoipfhxSRXHjoQ1+HxaejbSsNOHdpC5/QBDi104eNiTbNUWwOqMpJYeXQLpjx5zWUln9bWOxHM92hPfq1McaE0640dFzN3UDuU3hYWiZCUzPwZP4U6kX0jvmxuXtfg6SwCPZ27o9V7veRVfK5x7+pM61Te/Q1M8bEE658rxliJO9x6U+/37/dflrv9+nRxRRL5/XirK/6tXH+pqqDXStYtdXFtAUnvzju9EUvzuvwqDSIi4nQgpart9j3gtr06GxCi0KqWbWxcf8m7KPnQXj7IYZ6JUcNbY9fVw7EvBXnabj73YcYGjpeMqcX1izpj7Kycpy+5AULM23q1f1auvU2w8LVAzjr6xZfaBRdSFHKkFF2mDP+HzQ1AnNj6VLTO3imw3IM0uyAY1HsB71h2h1hKqODVb7HkVKcjXZyLbHYeAgySnKpN7JJ8+//1DYrmpRhuPPPcygsKsbsCUOxYckUTsI0STpOy8jC4ZNXcfjktXqdOzuvCOUVlbQauSbyMhLIrOVFrIYYbwq1krnliQeu1tMx2ygcADUlaczd4srxFlbz0DOELgoyErRyjrj1R/ezRmJaTv10qOVJIzJm1lGEQXRT5De+yhNKz1leQauQaxKdzEI7Q3ZYx8ZEB1rKcnh6aC7PmO3zBuJjWCJmbXdFfckqYOukWMurQ9Yz6hmyNtVShaK0JC4tHcvZRjwU1vpaGNWxHWyW70flF5Lxv4WswiKUV1ZCsZZ3UFFSAhm1vIi1mdLBGjMcbTD57DWEpmV8cWxCdg5YBYXQVZD7IYZhVnEh1UtJnFcvJXFJpBd9fq3pSstBW1oOx3py/1h9tXczcvIydL1yFHF5jZdzmF1YdR1J8pmHWt7o2kx2tMb0jjaYcuoawlIz6jQKNeRkMPnEle/yFpI8vODQJM46CYcSiKesptdQXk4SEVH8q6lzcguprvJyte5NctxzkGpdDXU53L68kGfMxjVDaN7eotUX+Z47KDQJE0c7QFhIEGV8DGSPNxE0TPyZ/HL85E+rQ372XMnL15Zf4jPPKQlLk4XkEBLZbl+Yj072hnhSVTV9+cY7uhAPYV5+CdRVZDBzYmckp379vdXrVRhCAv/m6iTC/lmUU5AEK5PrdZNXkEJkHVXfX4NZOx3IyUvi3M1FnG2CQgKYsbAnzWmcMGQ/GoKcsgKUV1ZAXoTXu6kgIkVzB7+Gik+VCM9LhKY4u0hRREAI0w36YK3fKXhnsj/7qPxktJLSwCjdzk3fMGxiTBrZD7MnOkNZUR5BYdFYt/1vfAz4/5/h4N6d8Of2Fbj/zBtTFm/+bxiGhEMnr9KFhJRVlKra1WRkI76O1h9fC7kRhUanon0bHbx8zw6tkN+t9mY6cH34ke8xARHJdPyl+9ynZ1szXfhHJH9mFGqryWPu5svIza87P6k6BDygsxnNjXkTEPvNOoTEpKK9qQ6nTQzVwUQHrk/46+AfmUzHX3jEbedi10YX/pFJnHMGxaRCV02e5zgdVXkkZ7JvIqfuvMGNl7w5Yxd/n4g9F17g1cfvCy2T9w9OSIWdkTaeBXB1sjPUxgV333qdk+QnOm8/zbNt4+heiE7LwoknbxvMKCSUVVYiMDkV9nraeBJaJT8A+5baOPu2bvmn2dtgVkdbTD1/DQHJ///aVpWWouHS9PyGbZPyJb38M1LgqK6Lh7FV3xdSTKWhi1NBn3uTInMy0fPacZ5ty6w7QUpYBL96P0FyQW7jylvBnocO+tp4EsK9jsj6uTd1z8PUjjaY6WSL6aevIZDPPabaKNRVlMPEE1eQ/Z1FTEVFpUis9eCYycqHlYUux5CSEBeBibE6btzl34KJhFJJxa51O11O6xmiq1U7XbjdZs/N+SuvceehH89xJw9PwaEjT+Hxpu7vLClWyc0r4msUsuUvQ2JRNh/5dRARXUN+IyL/xy/L37aW/Ba6cLvD31NJx5B/LVpwjFFeGdjfi+6dTZCanouwyK//vSgqLKULz/ky8mDZviWtMqY6SYqgdRtN3L76DvXl8T0/fKiRt0jYsn8sHt/zx8Nb/D+r+lD+qQJheYmwVmgF94xAzmdnJd8KbgmeX3UOAbSAvpQ6xwgkeYvCAkLUqVGTSnyiY5s8TehP4g3q1REblk7Dqs2H4OMfhuljB+H84Y3oNHgWMrPqfqDR0lDBL0umwPt9QKPL2OQMw2qIIVjbGNRQVcKy2WOw5Nf6PVlduPcev8zsg+DoFARFptCqY5LUfOcF+4NeP6sP0rPy8ecldl4aMQj/XOeCMf2s4fEhGj3tjWkvwm3HHnKMwq0LB9KWNUv/cKN5LtUeRmIgEqOHMLxnO/iHJ6GwuAy25rqYP9oJhy+9Qn5Vgcq3cP7he2yY1gfBMakIjEqh7WPERYVplTLh12l9kJ6dj0NX2DpcfOSDv1e60Gpid98o9LJrDRM9VWw5+YhzzjP33mHL7P74EJqIdyHxsDfXQ6d2+pi1/TLdT3IU+RWcpGTmIqkqEfx7OP3cB7+P6Y2g+DT4x6ZgXGdLWlF8/TVbp81jeiM1Jx/773hwvH8GquwnWWFBQajISsFYQxmFpaWIz8hBYUkZIlJ4PaBFpWXIKSj6bHtDcMLbB9sH90ZAchr8klIw0dYS4sLCuObLlp/sS83Lx+6nbPmnO9hgQWd7LHW7h8TsXChVebkKS8tQWFYGCWFhzHPqgAch4dTrqC0vi+U9OiGWlY1Xkd/2MPE9HA14h11O/eCXkQLf9GRMMbOBhJAwXKsKS3Y79UNKYT52vHuJkooKhGXxettyS9hGVO3tjcUpTx9sHdobAUlp8E9IwQR79nXk5sOeh23OvZGam489j9nzMK2jDeZ3s8eyK1XzIFVjHkrLqFG4d+QA2rJm9tnrECR5bFVjSIEKMUYbAtcb7zBhlD0SkrKQkpKNKeM7UWOrZtuY3ZtH4pVXGNxus43Fy27vsHpJP9r3LyQsGcMH20BcTBj3HrHnprrCuDbEaEqp8qY52BpQzx7xxJWWlsPGUg/jXDrg0rW33yb/zfeYMLJK/tQc2pORyu9dQ/7fXfDKKxxud6rkv/4Oqxf3Q0hELfkfB3CKWkjVMQkjZ+cWQllRGmOH26GkpBze77g5bSS8TNrVkIc9J3sjjBlmh1933PymUDI/SF/BMVM6ITGehZSkbEya1YUaix4vuP0dtx8aD4/nIbjpyv68xMSFoaGlwFPEom+oirzcIqSn5iIvp4gutY3krMx8JMQ17H3pctxLrDYdidDcBNq7cIROJ1pccjeZLesa01HIKMnBP5H36PrElj0QlBOHhMIMSAuL0/6HamLyuJ3E7q9YWFGCD1mRmN1qAO1vmFqcBQt5A/RWs8bB8FsNKvvPzozxQ3D+2gNcuvGErq/8/TC6d2qP0UN64uCJK3yPIW37Dm1Zil1/noetVRvI1mpt9p8xDPkhJyuFEQO71dswfOwdSgs4pg93pMUX4bHpWLz9KseTp6Yow9Pvixhz6w/dxcwRjpjl0hHxKdlYsfsGohLYX2IVeSk4Wbeir89uncDzXnN+vwSf4AT62tRADdOHOdAbX2wSC9uOP8J99+B66fDoTRjkpCUwc4gD1YG0l1mw+1oNHaR5dPCLSMa6v+9itrMjbUtDGlwvO3ATkYncGxEpNiFtbyb1t8XSsV0Rl8LCykO34BvODXk1Jg8+hkFeShxz+tjTghPSc3D2325gVYVi1eSlebx8KjJScF0+jrM+qZsNXd5GxGPqIf5frMbkXlAY7VlIjD1lKQkEp6Zj2nk3TiGEugyv/KOs20JESAgHRgzkOc+BF144+NKbhnGMVJUwxMKUVsGSggiPqDjse/4/9s4DKoqri+N/ERCW3qQKWOiKUpVm710U7L0bE3tv+WJi75qoiS32il0RUZQmAqL03svSe29+Z97CLgu7RCkGzPzOmQMz897MvftmZ+/cd+8dT1TUiUNsbZ7EhkFORBRrTaxJwklIVjrmvLiDzFKWXiriki3qfW0uz4MiSDLQT4MtiAEXmpqBJVfqjINUvXEwY43DiWnc43DK5R1+d/Ei19kQPVZ2/oMfZnO1mXPhDnziWN/v5nLjrjeJ7Vv/43CIi4kgMCQJG3bc4SobQ00LU0kntbi4hUFaSpQYYdQ0NOVt3LDzToOElMagHlwnjTUiSSqU0yeZmYPf/3LBkxdf56m/cY+SXwjrV45gFbgOScaGXXe55Vei5OfUk3RxDyc1C6nC2Gz5d91ly0/VUDU0UMOU8SaQEBchySz+wUn4YeM15NZJCKQSUihjlkr8i4rNwLbf7uP9h+YnQ9y+7EnqEq7eOpYUuA7yT8DWVddQUScLWllVBlJ1pvO19VRw6Mxc9vqyNSPIX6cnn3Dol0f4lrxO94e0sBgWdBsB2U4SiCpIwfpP59gJKYoi0ly/ExKCotigO4W0LagoQURBElb4niKlbmr5X9A1LOk+CjsMZkBSiEFK1vwV7YiHyZw41bZKW7lNCQkKwlCvB05d4PxOUePg9v4TTAx1+PZbu3QaMrPzcOPBS2IYtjYd0NmkjXxkwPAB/GssUairKZHYwy4mnALS9fmc5ot+Mw+jPeN1bR3M5h9Be8bn4loYrjmK9kzA0TXQ2d1+dQjfsQYa5w+gPRO/cCP0drbfMaAI/WUNBoxpv+NAvR1lwLiDaM+8fbwBw81/QXvGyXsn+r/agPaM2wyXf+W86nvtv+n5ErawZtvqo6ggi48v/8a4OevxIYBT73L76nnoZ9ITY2evb9DHvI8+/ti/AcOnrkJ2bj6O/rKaeAz/MzGGF45uI9YzFUfCj8Yq+NPQ0NDQ0NDQcNFOzQYxhihO/LYWG345RYzCb0WbMgzTMnOwdc9pvHjD+72RBjpd4Xi9fXsPaGhoaGhoaP57ZOfkkyogVDZyXeTlpJGR2fDd6JpdlKCuqoi/j+9gb6t9JWSC7wPYTFyG+KSmZ8q3C8MwMCSKzL/zMwz/yZtIQ0NDQ0NDQ9MWqaisREBoFKzNDUnJGQrKprE2741LN582aB8Vm4RBk7nLxG1aOZt4Ence+BMpqa2T2NemDMM//nYAo5HXfsUmMDFl8bZvKhMNDQ0NDQ1NO6YNlav588oDHNu9Bv4hUfgYRJWrmUDsnpsPWS/GOL57DVLTs7D35GWUlVcgvM5rPinyCljVBupv/24NQ++PIY3uLykt+yY1fGhoaGhoaGhoWppHTu6Qo0qQLZ8JBXkZBIfHYOaKXcjMZtUHVVVW+NerPbSprOSWgMpKpqGhoaGhoWlbdFA0/VfOq/Hr1G96vvjtt9CeaVMew5ai7+z2Xerl/ZW130W5mp4b2neiUNDBNdD+rf3qELFtDTQvtt8yKRRx8ze265JBtWWDBo5qv+Pw5vlG9J/QvsvVuD7cgOH92nm5Gq/2X66Gpn3wXRqGNDQ0NDQ0NDSE72petPUR+AbnoKGhoaGhoaGhaQfQHkMaGhoaGhqa75c2lJXcHqA9hjQ0NDQ0NDQ0NATaY0hDQ0NDQ0Pz/ULHGH4V/znDcMrQ3pg52hRyUmKITMzA4csuCInh/0qZweZaWDrZCsrykkhMy8Xvt9zg6R/Ls+2meUNgO6Q3jl51wc0XH9nb5403h1WfbtBWV0BFZRWGLvujWTrYDe6NWaNqdEjIwMFrLgiJ5a/DEFMtLLPl6HDyjhs8A7h10FSWxY92NjDWUUPHjgKITcnCxlOPkZZdQPZvmTsU5vrqkJcWR0lZOQKiUnDythviUxu+xqcpTLPsjfkDTCAvIYZwZgb2PHBBUGIaz7bdFeWwcoQF9FU7Q1VWCvsevsFVd87nTSHQoQNWDO+HscZ65JgZ+YV44BuCs86836rTXGaa9MbCfiZQEBdDWFoGdju5ICCFt/z2fXpiYi99aCnIkfXg1HQceePeoH13OVmsH2wNc3U1dBQQQHRmFlbeewJmPmtMvgWzdY2wtKc5FETFEJqTjl1ezvDP/OdXMI3rqouTA8fDKT4SS17fx7dihmlvLLSoMw6OLgjkMw52Rj0x0bDOODDTccTFnW/7/40egmkmhtjz4g3+9ua+3prL/NnWGDvSEOJinRAUkowjp14iOaXx79bEsUaYNsUcsjJiiIpJx4nTzgiL4IzNsf3T0MdQnavPo6efcOSUE1fGcX1+2fcIr9+GfZX8C2ZYYdwwlvyBYSk4ctoJSUxWXTZ+TBpthGkTzYj80XHpOP7nK4RGsuSXEBfBgulWMDPShKK8BHLzS+D2PhLnr7mjqLic6zgjBxtg6gQzqKnIoLi4DG88I3D0LKtYcHOYs3ggRk0wgri4CIIDE3HiwDOkJGbzbd+rjzrsZllCS0cZcgoS+HnjLXi6hnO1mb1oAAYONYCCoiQqKqoQGc7EpTMuCAtORkszSc0S09QHQFZYAtGFTByPeIDQ/ESebUcqm2KrPndJl7KqCgx7s5W97jqEd2b6H5FPcDPhbQtLT/Nv0q4MQ3lZacyeMhJH/7zZpP5D+2pj1YwB2H/xFYKjmZg20hjHN9rCfuNF5OSXNGjfS0sZu1eMwenb7nD/FIMRFro4sHo85uy4ipikLK62A0x6oGcPZaRnFzY4jpBgR7zyjkBgZArGD+iJ5jDMXBurpw3AvsuvEBTDxPRhxji5zhZTtlxETkFDHQx7KOPXZWPw+113uPvHYGQ/XRz6cTxm/3wV0cksHVQVpPDX1ql45BqEsw88UVRSju6qciivqGQfJywuDY7vQpGaVQBJcREsmWCBU+snY8KG880uxjmytzY2juuPX+69QkBCKmbbGOPsIluMO3AJ2UUNdRIVEkRSVh6c/COwcfxAnsdcOMgUUy16Y9vNF4hKy4KBmiJ+tR+OwpIyXPP4hJZktJ42tgztj53PX8E/JRXzzI1xfpotRpy5hOzihvKba6jhSUgYPiYxUVZZicUWZrgw3RZj/ryMtJqq9l2kpXB9jj3u+gfjhOs7FJaVEwOGav+tGNtVF9vNB2G7pxM+ZjCxwMAUl4fbY7DDOWSVFvPtpyYuia1mg/A+lfePUGsxSl8bW4b1x65nr+CfnIq5fY1xfoYtRv7Bexz6aqjhaVAY/JKYKK+sxCJLM1yYaYsxZy4jvWYcahmq0x29VZWQlt/w+91cptuZY/J4Y+w9/AzM1DwsmGONg7/aYd7S8yivqOLZZ1B/XaxYMghHTjohNJyJKRNNcfBXe8xefA65eZyxefzcHxevuLPXS8sqGhxr3+Fn8P7AeVAsLCz9Kvln2Jpj8hhj7D3+HClpeVg00wqHfrbDnJUX+Mo/2FoHPywYiMOnXyIkggm7cSakz8wV54n88rLiZPnj4hvEJWZBSUES65YPI9t27n/EPo79eFNMnWiK05fekuOIdBKCsqIkmov9bEtMtDfHwV8eIJWZi7lLBmHvsZlYNP0PVJTz1klEVBgxkWl48fgjdu3nXTcvKSELpw4/BzM5B506CcF2el/sPT4T86acQl4u/+/U1zK4c2/8oDUOh8PuISQ/AXZdbHCozyLMfHcAuRXc13YthZUlmPWOY/x9rudmm+jGXe6nr5wONunZ4W16YIvJTdM2aFcxhp3lpbF26bQm958+ygQP3wThiVswYlOyse+iM0rLKjGuP29jbepwY3gFxOHqM1/EpWTj7D1PhMelw25oH652CjLiWD9nEHaefo7KqoY3jb8c3uGmox+ik5r/XsMZw03wwDUIj91ZOuy97IzS8kqMt+Gtw7RhxngXGIerjr6IY2bjzH1PhMWnw24IR4cVk62IB5HyJEYkZCA5Iw+un2K4DM37bwPxMSIZzKx8hMen47SDB5TkJIkXsrnM6W+Mu++DiEcvJj0bvzg4o7SiEpPMeesUlJSGw0/d8Nw/gvyg86KPhgpcgqPhGhaLlJx8vAyMhGdkPHqpK6Glmd/XGLc/BcEhIATRmdnY+cwZpZWVmNKbt/zrHzri+ocAhKZlICYrB9ueviQeTgtNjndn7UAruEbH4eBrN9IuMTcPryNjeBo4rcUiA1PcjAjAnaggROVlYZvnC5RUVsBeqxffPpQex/qPxdGP7kgsaNxj1NLM72eM2x+D4ODPGoddT1nX0eQ+fMbhAWscwmrGYfuTmnHoyu1l6ywhhh0jB5H2FdW8jYLmQBl1V26+g4dXFGLiMrD30FPIy4nD2lKLbx+7SaZ4+jwAji+DEJ+QhSMnXxCjb/Rw7rEpK6tAdk4Reymu522jKCwq5WrDz5jjK8s4E1y54wV37yjExGfgt2PPICcrDut+/OW3n2CKJ04BeP4qCPGJWTh82onIP2Yoa6xiEzKxY/9DePpEIyU1F36BCfjrqhsszbqjowArkYDyTi6aZU3O5+waStpR5/fwjkZzmTS1L65fdMM7twjERqXjwP8eQE5eAlb9dfn28XkXhUtnXeDxlttLWBcXpyB89IlFakou4mMzcPaYE8TERdC1hyJaEnv1/niS/B7Pmb6IL0rH4TAHlFZVYIyKOd8+1PN9dnkBe8kp534IqruPWqwVDPAxJxrMUv5e1DbD52+8tHPalGGop6XZ6NJdU63JxxbsKABdTUV4B8dzfRF8guPRq4cyzz7Udmp/XbwC49BLS4W93qED8POykbj61BexNR641oKfDt4hjejQXRk+IfV0CIpDr+4qbPmtDLshITUHJ9bZ4sXxZbi4fToGGHXnK4eIsCDGWRsgOT2XPdXcHJ30VRXhFZnApRO13luDt05fwqf4FPTt0QUa8tJkXUdZHsaaKnALi0NLIiQgAANlRXjG1pEfIOt91L5MfsoDKijQEbklLE8N9bM3oEdXxGbn4Py0SXi3einuzJuGodr8x6SlofTqKacEj5Q4Lr08mPEw7sy5/uuzqrcl8Sbejvy2XoTGxsHoK8chr2Ycasfi4ISROP/uA6IyWv77rawkRYyoDx8531FqqjQknAl9Xd6fs6CgAHS0lPDhU52x+Qx8+BQPfT3uPkMH6ePhzZW4eHo+Fs/rj06dGk4SrVoxjLQ5fWw2RtUzLP9RfkWW/L7+3PKHRjDRU4e//Nrdlbj6EPn942HApw+FmFgnYthWVbN+ec36aKJDhw5QkJPAlVMLcPf8Mvy8YRw6y0ugOSipSBMj0M8nhr2tuKiMTPfq9Wr6bxCvz2H0RBMUFpQipmYKvUWO26EjtCVU4ZsdyeX9+5ATCQMpDb79RDsK47blVty12oY9hvOgKcbfWJURFoeFnB6epni3mNw0bYc2NZX88tZxfP78mXzZ61O7nfrbFKQlRIkRkl1nmoUiO78YGiqyPPvISYs1bJ9XDDkpBnt9zlgzVFVV45ZTy8YcNapDfkOZNJX46CAlhqx8/jrISjAgJiqMuWPMiRfw1G03WPTSxIGV47H8wB34hSex+00Z1Bs/2tuAISJMvI8/HLqHyqrqZukkI8bSKauQW0ZqvWtnmSYf95yLD8Q6dcLjDfNQ9bkaHTsI4ISjB55+/LrYqX9ChiEKQQEBZBZxy0+td5P7MvnXD7ZBemEh26iRE2NAvJMwlliY4dhbDxxycYdNN02cmjIOs6/egU9Cy8cj1UemE4OlVwm3XhklReguxftaM+2sCnttQ4x+eAnfmtpxaHAdUeMg/4XjMMQG6QWF8IzhGJeLrcxQWf0Zl1s4prAWKr6OgvLU1SUnpwiyMuI8+0hJMkgccHZOcYM+6mqcsXF+E4q0tDxkZheie9fOWLpgALqoyWLnrw/Ybc5fdsNH/wTirTMz1sSaH4ZBVEQIDo/8vkh+uRr5c3K55c/OpeQX4yM/6zufU2/qNDu3mEt+rj4Sophrb4FHTv7sbSpKUsTDO2tKX5w49xpFRWVYNMsGh/9nh/mrLqGysmn3Jlk51ueem11vTLILIVOzrzn0tdLC1t2T0UlECNmZBdj801Xk57XcTICUkBh5wGno8SuEOqMzzz6JRRnYH3qHxCKKCYqQ2MQ/TH/AXK/DyCjLa9B+pJIpiqvK4JoRhHbBd+DF+88ahrl5hfj12EW4eXO+/HXR6a6Ov4/vQFtBV7MzmW6mYg7bKx1qpmXefozGDSfWj0FEYgYMe6jAdqAhl2H43CsU70PiIS8lhlkjTbF3xVgs+u0myitbfnqtuYw01MZYY11suv6MxBjqqnTGpvEDkJ5fhEcfQtBWoIy/Mfo6xOArrwlDoH7sKF5FRONSjUFCTSdTnq/pxobfxDD8WsQEhXG0/xhs8XBETtm3m+5uKRZbmmG0gQ7mXOaMg4FSZ8wxN4LtX9da7DyUB2/dj8PZ65t33UNr8eQ55z4aG5eJrOxCHN03DSrK0kipSQy5cuMdu01UdDpERIRJQgs/w3DYAD2sW86Rf9Pu1pO/FoaoMPbvtCWxhhdveLK3U44CIaGOOPHXa/jUeE//d+gxHlxaAaNe6vD5+GWzA4NH9MSqTWPZ69vX3UBr4v8hDsvnnIWkFAOjJxhj+2+T8dPC88itZ+h/S4Lz48lSS1BeHK7024Dxqv1wPuZFg/ajVczwMtUP5dXfLuaZ5j9qGAaERkFRQRbJzAye+6UkxHh6E7+E3IIS4t2SrePto5CVZJCnW15kUU+99dtLMZBV40Xso6MKGUkGHh5bzN5PPQn/NGMApo4wxqS155sk6z/qIMlDpnw+OuQVQU6Svw7kmJVVJAu5LrHMbPSpM2VOQSWlUAuV2RwYzcTr33/AQJMecHrPP6bmn8gpYukkJ84tI7WeWdD0G+W6sf2J15CKQ6SITM2CsowEFg02a1HDMKe4BJXV1ZAX45afWs+o50Wsz4K+JlhiaYp51x0Qnp7JdcyKqipEZXKPCRU3Z9JFFd+CnLJill6i3HpR2cmU17A+GpLS6CIhjXNDJ7O31Rq4UXPXk4SVhFaMOawdhwbXkRgDmfW8iPVZ0M8ES6xMMf8q9ziYqquS/i6rFrG3UV7JTcP6Y05fIww5eeGr5aTiCEPDUtjrlGFDQXnX6noNZahM42je2dF5+cVklkJWhltXqk99z2NdQsOY5K9qHcOwYZsUzJ1hSeSismbrQ8URUtPc9eWXkRZDVp1zy0qLISo2nY/8rO+8jHS9+5I0o4H8oqJCOPTzFBSXVGD73gdE71pqzxeXmMl17LyCEih+RewzFUcYFny2jk6sn0VpWTFkZ3G8bjKy4ohugSnf0tIKpCTlkIWanr545weMHGeEm5c90BLkVRShsrqKTPfWRVZYnMQGfgnULEtkQTJURVkZ+3UxlO4KDbHO+DmoHTlE6ALX7dcwvHznORiiInz3Uwbjml3Hm3Rs6kZEZdaa6avD9QMrOJn63TIzUMedl7yzVAOjmDA1UOcqPWPeU4NkF1M88wiFdzBn2oni+IbJeO4RgieuwU2S80t1oDx8bB301HHnFR8dopmk/Y2XHB36GmggMDqFfcyQuDRoKHFPt6kryoCZxf8mQhno1FdNWLBjs3UKSU4j8YCvgzk6Ues3PHl7jr8EESHBBmEH1dWf2cZKS1FRXY1gZhosNLvAOaJGfoCsX/XlL/+ifqZYbmWOBTccEMRMa3DMQGYauslxT6t1lZNBSl4+vgWUDEFZqbBU1oBTQhRbL2r9cmhDb1J0XhaG3+c2lNYb20BMSBj/e/8KzKLWlbvuOLwKrzMOXbvgqk8j42BhimXW5lh4veE4PAwM5YpZpKCynKntDv5N+36XlJQjuYQ7AYTy5Bn30SAlZygYDGHo6yjj0VPe09fUFGl4ZCrp4/6uZmw6ACZ9NHC/kSngHt1Z04hZ9aZI67fJLyjhaRSy5K9AckluA/lNDNXZhiDl4dPTVsYDx0985Y+IToWJoQbc33PkNzbUwP1nHPmp41CZyhUVldjyq0ODpJjAUJbnvIuqLDJqDDiqzA017ZyW8eXXW0lxOVm4dMosgJFZV5JlTGRhCEPXQBVPHHzR0hDPp3DL/RRXfq5CREEyTGR7wD2TdZ1Sd2tjmR64n8TxuDaGADqgm7gyvLIaht6MUTZHWH4imXam+T5pU4aho4tXo/vzCopw5/HrJh//xvMP2LlkJEJj00jtwmkjjEl5g1ojbtfSkcjIKcQft1nlHW45+eHMVnvMGGUCj08xGNZPF3pdFbH3wkuyP7+wlCx1obKSs/OKSDJHLYpyEpAUEyFZvAICAtBSVyDbk9JyUcKjfERjXHf6gF2LRiI0Lg3BMamYPtwYop2ESJYyxc+LRiIjt5CUp6G4+dIPZzfZY+YIE1KuZnhfXehpKmLPJZYOFFee+2LP8jH4GJ4M37BEEmNo06cblu2/zS5nQ5XJ8QqKJ5nKirLimDvanGR8etSrh9gULrv64bepIxCclI6gxFTMsjGCqLAQHviwdNozbQTS8wpx7LkH2ytL1TKkEOrYEYpS4tBRUUBxWTkSs1jxMG9CY7B4sDmYOQVkKllPVYFkP9+vOWZLcvG9H/aPH4EgZjoCUlIx19wIokJCuBfAOteBcSOQVlCIw29Y8i+2MMWq/hZY++A5kvPy2d7G4vIKFFewrofzXr44OmkMfBKS4BWfiP7dNTFIqxtmX7mDb8W5YF8cth6NwKxUfMpgYqGBKRiCQrhTk1hy2GY00ooLceCDK8qqqhCRy511n1/O+m7U395aXPTyw/4JDceh1oij9lHjcOR1zThYmuKnARZYd/85knMbjgOVDFSbEFQLlZWcWViE2KyWqd9JcfeBL2ZPs0BScg6YablYONsGmVmFcPfkJA8c3jsV7p4RuP+YZSzeue+LLetGEwOxtlwNdS97/pI1NtR08ZCBenjvE4P8/BJ069oZPywdhE+BiSTzmcKib3fi2QsJS0F5eSVMjDUxc2o/3Lrn81Xy33n8AXPsLZDEpOTPw8IZ1sRYdPfiyH/0F3u4eUXC4RlL/tsPfbFl1WiER6UiNJIqV2NKYhufOQexjUIqVpDS6dejTyHG6EQWitz8YvKQl5SSQ47506LBOPSHE0l6WTLbBgnJ2SSLuTncv/UeM+bZIDkxm2QQz1sykBiLHq4cQ2n/ydnweBuGR3dZn5eIqBBU6sRIUkks3bQUUZBfgoy0fIiICGH6PBu8cwsnnkgpKQbGTTGFvIIkXF+1bHjL7QRXbNGfivD8JFK70E7dhiSXPGOyZN2qPw2ZZXn4M/o5WZ/bdShC8hKQVJwJCSFREmOoJCKDJyncdV8ZHTthoKIhfo98jPZEBzrGsP0ahv+EiqI81i+fgbU/n2hSf+f3EZCWYGDJZEuSfEGVZll90IGdzEEZcHVr8gVGMrHj9DMsm2KF5XZWZAp147FHDWoY/hPU+cbaGLDXr/42m/xd/ttt+IVxYvi+hJfeLB2WTuTo8NMRjg5KchJcnrKAKCa2n32G5bZWpCwNpcP6k4/YNQwp3vhFkbI388aYY93MQUhIzcam3x/Dv8YzWlZRiT7aaqT0DWXgUuf6GJ5E4gt51U78Whz9I0gSClW0Wl6CgbCUDCw7d5+dSKAszT0unSXFcW/NLPb6/IGmZPGJTsT8M3fJNqpA9o8jLLHddjBkxRmkwPUdr0Ccdm784aMpPAuNgKyYKDEyFMQYJB5w4c37JPGByC/FLT8VJygsKEiSSepy0vUdTrqx5HsZHo1dz19hqaUZtg8fhNjsbPx47zE+JHGmIVubJ7FhkBURxRoja1aB6+x0zHW6g8yaGoaqYpJNTgZrDZ6HRECWUTMO4qxxWHS9zjhIco8DVayaGoeTdvXG4e07nHJt+euEHzfueJPYvvU/DSfFlAODk7Bxxx0uDxk1/UslndTi4hoGaSlRzJ9lDVlZato5nfSpTeigPH4mRprEYKQMrvSMAri6R5CyOLVUVVZj4jgj/LBkMPHYUQW1//jTBU8cv85Tf92Bkl8I61eMYBW4Dk3G+v/d5ZJfRYmSX5S9/to9HNKSDFIYmxTojk0nfXJqQly0uyuyM5RvnuWE6lDYLz6L1HSWR5AqVfPjwkHYv2MyMRb9gxOx4X93uaacm8LtK55kTFZvHkvGJCggAVtXX+OqYaisJgOpOtPh2noqOPTHXPb6stUjyF+np59waPcjVFVXo4umHIaNtoOkNAMFeSUID03B2mWXSOmaluR1uj+khcWwoNsIyHaSQFRBCtZ/OsdOSFEUkeb67koIimKD7hTStqCiBBEFSVjhe4qUuqnLEMU+xBP/KrVla8HStC06oLNJk+/st//8tdH91HVXVl4OZloWPH0C8MTZo1lfWH1tTby4cQxdTCbyP2eaL/rOPoL2zPsra2E2v33r4HNxLXpuOIr2TNDBNdD+rf3qELFtDTQvHkB7Jm7+Rujsbr9jQBG+Yw0Gjmq/40C9HaX/BN5vvWgvuD7cgOH9uAs0tzecvHai/6sNaM+4zXD5V86ruX36Nz1f3K+tm8DUpj2G1LSoUmc5aKopITe/EEkprKcLNZXOkJYUR2wiEwWFxTDuqYOZtsOxcsEUTF26A9m5vOM/hg/gX3yTQl2t5YsT09DQ0NDQ0NDQtIBheODUVVw4ug2rdhzD/edvUV1dzTYYJ48ZiJ1rFmDV9qPwCwyH/fghOLhjJbb8NAcbfjnF83jUsfjVMaylLU1d0dDQ0NDQ0NB8TzTLMNyxdj5uPXLGvafc7mHKQKSSRHR7aODn9Yswfu4G3H70CiaGuhjW34zv8dIyc7B1z2m8eMMd8FqLgU5XOF5v39NKNDQ0NDQ0NDTf5Svx9LW6IjGFd60tCmqfgXZXrjqF0lL8X1cUGBIFQ70efPf/kzeRhoaGhoaGhobmXzIM0zKzMWaoFU9jjdo2bpgN0uuUdZCRkkBuHv/aeH/87QAf/1C++2MTmJiyeFtzRKahoaGhoaH5D0GVq/mWy396KvnPqw/w66aleHjpAK47vEBcEqsqfNcuyphhOxx9DLSw48Cf7PbjhlnjUzCntlV9vD82XsuppLQMXh/aybsZaWhoaGhoaGj+S+VqKObYjcKG5TMhI82pn0d5C3NyC3D47HVcuvWMbBMWEoSxoS6ZXub3yruWgCpXQ0NDQ0NDQ9O26KBo+q+ct+vWGd/0fLF7ruM/XeCaeo3d9ftO6K3fA2rKrFcuJTHT4R8SRd7BW0t5ReU38/aZz23fNQC9//4+6hjqb2/fiUIhv66B1r72q0Pk5jXQ/Hs/2jNxczdBa2/7HQOKyC1rMHjYPrRXXr/cDJtJh9Cecbu/HsMsG6+729Z56bkd1s4b/20xaP4DtMibTygD8ENAOFloaGhoaGhoaNoM30HcX7szDAUFO6KHphokxcXQQaBhIsp7v5Z/Py0NDQ0NDQ0NDU0bMgypWMKtP83BXPvREBVhveCcF429wo6GhoaGhoaGhuY7MAx/WmiH5XNtceWuI7w/heDkr2vx2/FLyCsowjz70eRdyb8eu9hy0tLQ0NDQ0NDQfA30VPK3q2NIvebusZM7tuw5jTcefmRbQEg0rjs4Ycys9SRL2crcsDmnoKGhoaGhoaGhaQ8eQ2VFeVKUmqKsvIL87dRJiPytqKzEvWdvsHTWBOw7eQVthSlDemPWKFPISYkhMjEDh666ICSGVX+RF0PMtLDU1grK8pJITMvFqdtu8AyIZe/fuWgExtoYcPV5FxCHVYdZn0tdhAQ74uLO6dDW6IyZO64gMqFpZXvsBtfRISEDB6+5ICS2ER1MtbCsjg4n73DrQKGpLIsf7WxgrKOGjh0FEJuShY2nHiMtm1WQfMvcoTDXV4e8tDhKysoREJWCk7fdEJ/KKWDeHKb37Y0F1iaQFxdDeGoGfnvigsBk3m/VmWLaExP66KOHohxZD0lJxzEnd672Q/V7YKq5IQxUOkOaIQrbU1cRltp6ZZJmGvfGor4mUBATQ1h6Bn556YIAJm/57Xv3xMSe+tBWYMkflJqOI2/dudozhISwfqA1hml1h7SoKJLy8nDZ9xNufApoNR1m6xhhac++UBAVQ2h2OnZ5O8M/k/mP/cZp6uHkgPFwSojAEpf77O0j1LUxU6cPeskqQUZEFKMfXURITjpaE/Y4iNeMg9M/jEMvfWjL8x8HKqOYF/tfu+Lc+w8tJve8uTYYM6o3xMU7ISg4GcdOvEBycuPfrQnjjTHVri9kZcUQHZ2Ok7+/RFg4a7wUFaVw4+pynv3+t/s+3rqGo1u3zpgxrR96GqhBSkoUqWl5ePzkExzuf33Jr4XTrTBuaC+Ii3VCYFgKDp99iSRmbqN9Jo3qg+kTzSArLYbouAwcO/cKoZGc+9i4YYYY1l8P2t06Q4zRCaNmnkRhcRl7fx+DLjj561Sex1684SrCovjfE7+EuYsGYNT4PhCXEEFwQBJOHHyG5CT+Y9KrjzrsZvSDto4y5BQksGvzbXi6RrD3U/fV+UsHwtyiB5RUpFFcWAY/31icP/0aWZmFaGls1SwwXWMAZIUlEF3IxNHwhwjNT+TZdpSyCbYZcH+WZVUVGOLCeaGE+9ADPPv+HvkUN+Lfoi3zPRSdbjeGYU5eAcRERcj/xSWlKCgqhoaqElcbKUnxrz6ucmc5Mh1NHZNLWMGO5H3LTU1mGWqujdXTB2Df368QHM3EtBHGOLHeFnabLiKnoKRB+149lLF7+Rj8cccd7p9iMMJCFwdXjcfsnVcRk5zFbkcZWbvPvWCvl1dwyvTU5cepNsjILYK2BprMMEqHaQOw7/IrBMUwMX2YMU6us8WULbx1MOyhjF+XjcHvd93h7h+Dkf10cejH8Zj981VE1+igqiCFv7ZOxSPXIJx94ImiknJ0V5UjJYZqCYtLg+O7UKRmFUBSXARLJljg1PrJmLDhPKpr6lc2lZE9tbFpVH/879ErBCSmYralMf6cZ4sxxy4hu6ihTuZd1fA0IAyfEpgoq6zEov5m+GueLcafuIz0giLSRlRYCH7xyXAMjMDuScPQmozW1cbWwf2x88Ur+KekYq6ZMS5MtcXwPy8hu7ih/H3V1fAkJAwfk1nyL+lnhotTbTH63GWkFbLk3zJkACw0umDdE0ck5+XDWlMDP48YjLTCQryOimlxHcZq6mK72WBs93LCx4wULNA3xeWh9hj84C9klRbz7acmJomtpoPwPq3hDw5DUAi+aUl4GheG/Zaj0NqM1tPG1iH9sdPxC8dBo2YckmrGwcIMF6fZYvRfnHGwOHGWq8+AbprYM2Y4XoRHtZjc06b2he1EE+w78BSpqbmYP68/9u+divkL/0IFn3vJwAG6WL50MDEgQ0NTMNnWjPSZu+BP5OYWIyMjH5PtT3L1GTumD6bameO9N+v60dZSQk5uMfbsf4yM9HwYGKhh7eqR5F33Dx6yZoC+hBmTzDF5jBH2nHgOZloeFs6wxuGdUzD7p4t874WDrXSwcv5AHD7jjJAIJuzGGZM+M1ZeQG4e63oT6SSI9x9jybJsdv8GxwgKT8aE+X9wbVs0wxomvdSbbRROnWWBiXZmOPDrI6Sm5GLekgHYe3QGFs48g4py3jqJiAghJiodL5744+d9dg32dxIRQg9tJVy96IaYqDRISIhi+erh+GW/PX5YeAEtyWDF3lipPQ6HQh0Qkp8A+y42OGK0ENM9DyK3gnVt16ewsgQzPA+y1+vf1ce7/sK13k9OF5v1p+BtemCLyk7TzqeSg8JiyNtNavH0CcSimeNh1kcP5kb6WDh9HEIiuD1TjdFZXgZPrx6G9/PzCHO7ieO714BRY3hSSEtK4O5fvzVZ3hkjTfDgbRCeuAUjNiUb+y45o7S8EuP69+TZftpwY3gFxuHqc1/EMbNx1sETYXHpsB/ah6sddfPOyitmLwV1nmprsTDURN+eGjhxs3lPVjOGm+CBaxAeu7N02HuZpcN4Gz46DDPGO0oHR5YOZ+57Iiw+HXZDODqsmGxFjFvKkxiRkIHkjDy4forhMjTvvw3Ex4hkMLPyER6fjtMOHlCSkyReyOYyz8oYd3yDcN8vBNEZ2fjfI2eUVlTC1oS3ThvvOOKmdwDxAMZm5mDH/ZcQ6NAB/bqrs9s8/hSK0y7v8S46Aa3NAnNj3PIPwr3AEERlZWOnozNKKioxxZC3/OseO+L6xwCEpmcgJjsHW5+z5LfQ5MhvrKqM+4Eh8E5IIobhLf9A4gHrrcz94NVSLNI3w81If9yJCkRUXha2vXuBkqoK2PfoxbcPJfOx/uNw9JM7EgsaeofuxwTjRIAnPFLi8C3gOQ6VjYzDI0dc96szDs8ajkNmUTHXMkS7O7ziE5GYm9dick+eZIar1zzh+S4SMbEZ2Lf/CeTlxGFtpc23j91kczx77g/HF4GIT8jC0eOOKCurwKgRrNCd6urPyMkp4lqo4715G4bSUtbsjuOLAPz+hzMCAhLBTM2D86tgODoFwMZK56vktx9rjMt3vODuHY3o+Ez8dvwZ5GTFYdOX/3vvp443xeOXgXj2OghxSVk4dOYlSssqMGYIZ6zuPPHDNQdvBNd4QetTWVmN7Nxi9pJXUApr8x7kmM1lkr05rl1yxzu3CMRGp2P/L48gJy8Bq/78Pxsfr2hc+vMNPFx5l20rLirD5tXX4fo6FEkJ2QgNTsapI47Q1lOBgmLz76N1maZug8fJ7/GM6Yu4onQcDHNAaVUFxqqY8e1DPd9nlxeyl5xybi9m3X3UYq2gD7+caKSUZKPN8/kbL/9lw/DaPUcICwuRt5pQ7Dt1BVIS4nA4v5cs4mKi+N/hL38S2rpqLnlaHTN7PWb+sAva3brg7rk9kJIQY7fh9V7mL0GwowB0NRXhExzP9UWg1inPIC+o7d512lN4BcWhVw8Vrm3GumpwPLkMd/bNw6a5QyAlxjFmKWQlGdg6fxh+PutIjLimUquDdz0dvEMa0aG7MnxCeOjQnaUD9XFaGXZDQmoOTqyzxYvjy3Bx+3QMMOrOVw4RYUGMszZAcnoue6q5qQh1FIC+iiK86hhwlE6UQdenC2+dGsgjJAjBjh2RV8/D/C0QEhCAgZIiPOPqyE89JMUlwEj1y+QXpeQX4JbfL5mJwVrdoCguxvYyasrIwD0uvlV06CmnBI+UOtcVQAw6YwVVvv1WGVoRb+LtqNab3v7qcYhtgXEo5X0dyTEYGNi9K+76t1yhfmUlKcjJiePDR47xXFRchtCwFOjr8/7sBQUFoK2thA9+cVzfGWqdXx8tLUVo9VDEc8fGx4qass3nMfPAV35FKWIE+vpzrp2i4nKERjJhoKPCX/7uivhQpw8lv29AAt8+X4K1WXcym9Fcw5Ca5qWMwI++sVxGXVhIMvR7qqElERMTIUZ8UUHL3bsEO3SEtoQqfLM5Xu3P+Azf7EgYSPOfrhLtKIy7Vltwz3or9vaei65iinzbygiLw1JeD0+TfVpMbprvZCrZ6a03WWqJjEmExbjFsDTthaqqavj6hyI3/8tjJ2z69sHCtb8hIIR1QU+YtxF/HtyMO3/9Bvsl28m22tfufS3SEqLEsMqumaaohVrXUJbl2YeK4cvOb9heVorBXqe8cS4fIpGSkQ+1zlJYPsUax9bbYuEvN9hTrDsXj8B9lwCExqU1y8PG1oGHTJpK/HXI4tFerkYHWQkGxESFMXeMOfECUjGUFr00cWDleCw/cAd+4UnsflMG9caP9jZgiAgT7+MPh+6hsqq6yfoQnRgsnTILuWXMKixGN3mZLzrGuhE2SC8o/CbewfrIUPILCBBvUl2yiorRXe7L5N8w0AbphYXwqGNc7n7pgt0jh8J95RJUVFWR636bozN8EpNbXodODJYOpdxTTBmlxeguxYq/q49pZ1XYaxli9OO2UXWAPQ7FzRiHQTXjUMe4rIttL30UlVe06DSyrCwr1Iby6NWFWpeV4TwQ10VKikHi1Xj1Ue/Ce7xGj+yNuPhMBIfwv34M9FUxaKAetm6/88Xyy0mzZMypf1/NLSaxgzzlZ9+L68mfWwQNVd73sS9hzNBe8P4Uh4yswpYZk+x68mUXQUaWt05NQUi4IxatGAyXl8EoLi5vseNKCYmRB5zscu6HdsrLpyHGejtZfRKKM7Av9A6iCpgQFxTFdI3+OG22ArPfHUFGWR7PmMTiqjK8zfg2bzNrNt+BF6/NGoaqSgpfPMVMIcYQJUvyFwb9S4ozkFfHkKRi3Bau21NjHO7Bj9sOo63x8j1n2iA6KRORiZl4cGghTPTU4BOSCPthRsSQuvSYY0C3JWoLkr/9GI0bTqy4oojEDBj2UIHtQEMuw/C5Vyjeh8RDXkoMs0aaYu+KsVj0202U13n14beGii8c3UsHc8/f+VflaCpUfOEYPR3Mun4H5VUc+Web9EEfFSUsvfuQTCWbdVHFrmGDSQylZ/y3N4DrIiYojKPWY7HlnSNyyr7cu9QuxuEa9zjUZXJvAzwKDuW7/0sYMlifxPHVsuUrjLCmIiwsSM575Zon3zaamvLY/b/JuHzFA74f+E/9U8kg65dxYnY3/dYwye7fQEFOHOZ9NLHr0OOv7jt4eE+s3jiavb59/U20NpRhv2P3ZDJjQyW1/NsE5yWQpZbAvDhcs1iPCap9cS7GqUH7MSpmcEr9iPLqps+A0XwnhuH7Z+ea5LH70gLX8Ump0NPqitgETkwJ5XlcsmEfMQ4vn9iJppJbUEK8W3W9fRTUela9J9daqO3UNHD99vW9jnVJychDTn4x1DpLE8PQTK8LmeZ1P7+Kq93fP8/Ei3eh+N9fL75eBx4yZeXz10GOV/saHcgxK6tIFnJdYpnZ6KPFPa1DJaVQC5XZHBjNxOvff8BAkx5wqmMcfy25xSyd5MW5ZZQTZzTwItZnvpUJFtmYYuFFB0SkZeLfIIeSv7oa8mL15BdjIKOeF7E+C81NsLSfKebedEB4Bkf+ToIdsXaAFX5weIw30azpLGq/nqICFvY1aXHDMKesmKWDCLc3REGEgYyShteVhoQ0ukhI49zgyextVGweRdTsDSRhJYFHzOE3GQcGj3Eo/IJxsDDF3Bvc41AXUzVVdJeTxeoHT5slp+e7KISGccJrasNwZGTEkF3HQ0WtR0XzzuDOyysm90WqTV3IMep5ESkG9Nch1SKcXvJOEtBQl8OhA9Px5NknXL3O33ikcPeOIskitQgJdWSdm7qn1Dm3rDQDkbF85Gffi+vJLy2GrFze97F/YvTgnsgvLIW7T/RX933nHoGw4GQuTx6RR1YM2XW8j9R6dCTvDPevNQq3/2qLzkpS2PDj1Rb1FlLkVRShsrqKZCPXRVZYHFn1vIj8qPpcjciCFKgx5BvsM5TWJJ7HXYHX0F6gs5Jb0TBc+/OJJk/lfgkuHh8wa/IIPHvFfXOqNQ7PHdoCFaWGF+qXQN2IqMxaM311vPVj3Tyo3zJTfXXccf7Es09gFJO0v+n0kb2tr4EGAqNS+J6ns4w4pMRFkVljbFLlcE7f82DvV5ARx8kNk7Htj6ckM7rJOnzk6GCmp447r/joEM3S4cbLejpEp7CPGRKXBg0l7uk2dUUZMLP430SoWE/KFBAWZN1Em0oFdf6UNPTr1gWvQjk6UevX3/vz7bfA2hRLB5pj8SUHBKc0/2bdVCqqqxGcmgYLzS5wjqyRH4ClRhdc8eMv/+K+plhuYY4Ftx0QlMotv5BARwh37Ngg25uKRao1wFpah6CsVFgqa8ApMZKjg7ImLoc1LMkSnZeF4Q/Pc21bb2QDMSFh/M/7FZhF+WhT4/DhH8bB0hwLbjUch7rY9TZAIDMNYenNewApKSknS12ysgphbKRJSs5QMBjC0NNVwaPHnO9s/aSLiIhU0sfDs2a8OgDGRho8s4lHjexNElvy8hp6dzU15HHo4HQ4OQXiwkXXf5a/tALJqdxGf1Z2IUwMNRAVx5oZYogKQ09LGQ8cP/GXPzoNJobqcPOOYstPZRM7POet85cYho4uweS34mspKS4nC5dOmQUwMtVkG4LUmOjqq+Lx/Q8tYhSqdpHFhpVXUZDf8h73ys9ViChIholsD7hlsCp4UHdrat0hsXHDvxYBdEA3cSW8ywxrsG+sijnC8pMQVfh1v18036lhePvRq9aTpCZ5hd+r9agv/KL1e6HUmXcMzZdw3fEDdi0eidDYNATHpJJyNaKdhEiWMsXPS0YiPaeQlKehuOnkh7Nb7Ek2s4d/DIb31YVeV0XsufiS7Kf6LppoARffSOKZo2IMV07tj6T0XHgFsgKr6ydnlJSxMgKpNtS5vloHpw/YtWgkiVekdJg+nKUDlaVMdFg0Ehm5haQ8DdHhpR/ObrLHzBEmpFwN0UFTEXsusXSguPLcF3uWj8HH8GT4hiWSGEObPt2wbP9tdjkbqkyOV1A8yVRWlBXH3NHmJHPYo149xKZwycMPeyePQFBKOgKTUjHH0oiUm7n/gaUTtS89vxBHX7IM7IU2pvhxiAU23H6OlNx8trexuLyCLBRSop2gLCWJzpIsr4RmTbxiZmHRP3oiv5YL3n44MHYEgpjpCGCmYp4pS/57ASz5qX1pBYU4/JYl/5K+plhlY4G1j58jKS+f7W0k8ldUoLC8HO8TErFpkA1KKyuRkpcPc3U1Uvtw7+vWqRd2LsQHh63HIDArFZ8ymVioZ0rKzVBZyhTUvrTiAhzwc0VZdRUicrkNpPxyViZ+3e1SwiJQFZNEZwYrZqubFCt+jPJCZtSLZ2zRcUhNR0BKKuaZGUFUqJFx6FczDo94j0Mt4sLCGKmrjX2v/9lwagr37vtg1gxLJCdng8nMw/x5NsjMKoS7B6cG3qED08h6reF35543Nm8ci/AIJqldOHmSKUREhEmmcV1UVKRh2KsLtmxjfZfrTx8fPjAdvh9iceeeD9sDSSUA8jIi+XH7iR/m2vVDEjOHlKtZNMOKGItu7zmxmMf+ZwdXryi24XfrkS+2/jQKYdFpJFHFbqwJREWE8OxVEJfXkYpTVFOWJuvdNORRXFKOtMwCFBRykjUog1JFSRpPnFuubMr9296YMdcayYnZYJJyNQOJsVg34/jAiZnweBuOh/dYdR9FRIWgqsaJkVRSlkZ3LUXk55cgIy2fGIU790xGD21l7NhwEwICHdgxi5SBSBnMLcXNBDds07cnBlxoXiLs1a1JcslTJkvW7QZTkVGah7PRjmR9XtehCM6LR3JJFokxnKExAEoiMniSwh0CxejYCYMUDXEq4kmLyUrznSWftDSU8VfIo25dLYrysli3dDrxXDYFZ+8IyEgysMTWkiRfUKVZVh1yYCdzKMpKEK9MXY/hjjPPsGyyFVZMsSJTqBuOP2LXMKTaanWRxxhrfUgwOiEjpxDvg+Nx9p4nKlop3u2ldwSkJRhYOpGjw09HODooyUlweXUDopjYfvYZlttakbI0lA7rTz5i1zCkeOMXRcrezBtjjnUzByEhNRubfn8M/0iWV7GsohJ9tNVI6RtJMRFyro/hSSS+kFftxK/FMSgCsmKixNijjLwwZgaW/n2fJA5QKEtLcHnPppkbQlhQEMdnjOM6zu+v3+H3117k/0G63bFn8gj2viPTxjRo01I8C4uALEOUGBkKYgxS/mThrfvIqkmEUJHkHpPpxiz5T03ilv+E+zucdGfJtvrhM6wfYI3D40ZBWkQEyfn5OOLqQcrctAZP4sIgK8LAmj7W7ALXc51vI7OmhiFl4H3tbMGwLj1wyJr1uVOcGjCB/D32yR3H/Dle9JbiWSiPcbjdyDgY1YyDbb1xcOOMA8UYfR3i0Xoc0tB70hLcvPWeGHVU7KG4uAgCg5KwecstrhqGKsoykKoTEkKVnZGWZmD+XBti0FHexk1bb5G6hHUZNdIQGZn5xPirzwAbXdJ32NCeZKklNTUPM2af/mL5r9/3JkbdhuXDWQWuQ5Oxfvc9rhqGlOEmJSnKXn/tEQ5pSQYWTrOCrAwDUbEZWP/LXa4klgkj+mDBNEv2+u97ppO/VL3E5y7BXEkn1DkTkluubMqtq+/ImKzeNIaMSVBAIrasvcFVw1BZVQaS0pwx0dZVweHfZ7PXl68aTv46PfXHwd8eQ15BApY2rHI3Zy8v4Trfuh+uIOBjy1UceJ3mD2khMSzqNhyynSQQVZCCdR/Ps0vQKIpIc91TJYREsUlvCmlbUFGC8IIkLPP9nZS6qctQpT7EE++cytsb3Gb53PIzLd8zHdDZpN3Mvutra+LFjWONxix+TvOF+dwjaM94/70WZvPbtw4+F9dCf/tRtGdCfl0DrX3tV4fIzWug+fd+tGfi5m6C1t72Owa1b08ZPGwf2iuvX26GzaRDaM+43V+PYZa/oj3z0nM7rJ03oj3jMfP1v3Le7utmftPzRR9uP/GXbd5jOHyAeaP71dVap7gvDQ0NDQ0NzXdKu3F/tQ3alGF44eg2MtXTWBHr1kx+oaGhoaGhoaH5L9OmDMO0zBxs3XMaL96857nfQKcrHK+372klGhoaGhoamm8HXa7mG74Sr6UJDImCoR7/92v+kzeRhoaGhoaGhobmO/EY/vG3Axii3O8ZrgtV+HrK4m3fVCYaGhoaGhqadgztMWy/hqH3x5BG95eUlsHrQzt5NyMNDQ0NDQ0NTTujXZWr+RKocjU0NDQ0NDQ0bYsOiqb/ynm1Vn3bcjWRx+lyNW2O76EGoPm89q2D96W10P1f+04UCtu1Bj32t18dojZ9H3UMexxs39+FqA1rMWTQXrRXXrlsgbVt+65j6O6wHsOsf0N75qX7Nlg4bf63xaD5D9Cmkk9oaGhoaGhoaGj+Pb5LjyENDQ0NDQ0NDeG7CphrfWiPIQ0NDQ0NDQ0NDYH2GNLQ0NDQ0NB8v9Aew6/iP2cY2g3ujVmjTCEnJYbIhAwcvOaCkNhUvu2HmGphma0VlOUlkZiWi5N33OAZEMvVRlNZFj/a2cBYRw0dOwogNiULG089Rlp2QYPjHV8zCZaGXbH+xEO8/RjdJB2mDOHW4dDVf9DBTAtLa3VIzcWpejrsXDQCY60NuPq8C4zDqsMO7HUdjc5YaWcD/W6KqK7+jNe+kTh24y1KyirQEsww642FliaQFxdDWGoGfn3ugsCUNJ5t7Yx7YoKhPrQ6y5H1YGY6jr5y52q/ckA/jO6pAyVJCVRUVZE2x157ICCZ/+fUHGYZ9caiviZQEBNDaHoGfnF2QQCTt/xTe/fERAN9aCuw5A9KTcdhV3eu9gwhIWwYYI1h2t0hLSKKpLw8/P3hE258CkBrMVvHCEt79oWCqBhCs9Oxy9sZ/pnMf+w3TlMPJweMh1NCBJa43CfbBDsIYL2RDQaqdYe6uBQKKsrgzozH/g9vkV5S2Go6kHEwM+WMwysXBKTyHvOphr0w0UAP2vLyZD0oLQ2HXT242ssxGNg4wAbWmhqQ7NQJPknJ+J/za8Tn5raYzPPm22D0mD4QF++EoKAkHD/6AsnJOY32mTDRGPZT+0JWVhzR0ek4ecIJ4WGcsVJWkcayZYPRs1cXCAl1hI9PDE6dcEJOTjG7zYyZlujXrzu691BEZWUVJoxreqLVwmlWGDesFyQYnRAYloJDf75EErPxz8h2ZB9Mn2gGWWkxRMdl4Oi5VwiN4nz244cZYpiNHrS7dYYYoxNGzjqJwuIyrmPs2zIRWpqdIS3FQEFRKXz943H6iiuycorQXOYu7I9R44wgLtEJwYFJOHHoOZKT+I9Lr95dYDfDAto6SpCTl8CuLXfg6RbB1ca6vw7GTjSGlo4SJKUYWDbvHKKjeN8nmsvkLv0wU3MAZIXFEVXIxJHQRwjJT+LZdrSKCXb0tOPaVlZVgYGvdnBt0xBTwA9ao2Ak0w0dBQQQW5iGrf5XkVaa1yo60Pw7tLmpZBkpCVia9oK0pDhZl5WWxA/zJmPNkmno0VWtWcceZq6N1dMG4NxDL8z++SoiEzNwcp0tZCREebY37KGMX5eNwUPXIMzadRVv/aJw6Mfx6K7K+kGnUFWQwl9bpyKOmY2l+29j+o7LOP/IC+UVlQ2ON324cbMfXIbW6vDAC3N2sXQ4sZ6/Dr16KGP3sjF45BqE2Tuv4u3HKBz8aTy61dGBgjIUR606w162n37K3icvLYZTG6YgKT0X83+5gZ8OO5D+lEHZEowy0Mbm4f3x+1sv2J69hvC0TJybZQtZBm+dzDXU8DQoDHP/votp528iNa8A52fborOEGLtNXFYOdj9zwfjTVzDz4m0k5+bh/CxbyPA5ZnMYrauNrYP746SHFyZcuoaw9ExctG9E/i5qeBIahlk37sLuyk0wCwpwyd4WiuIc+bcOHoD+3TSx7rEjRpz7Gxd9P2LXsEEY0qMbWoOxmrrYbjYYx/09MObxJYTkpOPyUHvIiTAa7acmJomtpoPwPi2Ra7uooCAM5JRw0t8TY5/8jWUuD9BdUhbnBtuitRito42tAwfgpKcXJly+irCMDFy0+6dxCMesW3dgd+0GmPkFuGRHjQPr3kNxZtJ4dJGSwrL7DzH+76tIzs/HZfspEBVqmWfqadP6YZKtKY4ddcTKFX+jtLQC+w5MJcYcPwYO0sOy5UNw+W93LFtyAdHRadh/YCqkpVljJSIihAMHpoF6rfz6tdex6scrEBLsiF9/s0PdF0dR53j7NgyPH/k1S4eZk8wxZYwRDp15iSWbr5GHxSM7pkC4ER0GW+lg5fyBuHj7HRauv4KouHQc2TmFGHi1dOokiPcfY3HlHu9XpFL4BSZi5+HHmPHjBWw/8AiqStL4dcN4NJepMy0wcYoZjh96jh+XXEJpSQX2HpkOIWH+OomICiMmKg0nj7xopI0QggISce60C1qTIYqG+ElnLM5HO2Oe10lEFjBx1GQhZIQ595j6FFaUYsybX9nLJDfuigaqorI4a7YM8UUZ+MH3T8z2PIaLMa9RXt3wt64tvhLvWy7tnTZlGPbpqQXPJ3/i9p+/wuPxn+il1x1Prx7GtEnDMGXsILy4fgy9dLs3+fgzhpvggWsQHrsHIzYlG3svO6O0vBLjbXrybD9tmDHxnF119CWG35n7ngiLT4fdkD7sNismWxGjivIkRiRkIDkjD66fYpBTUMJ1LO0uCpg5wgS7z/O/aXyRDiNM8OBtEJ7U6LDvb5YO4/rz18GL0uE5S4ezDiwd7IdydKCoqKxCVl4xeymo82Ru3bsbKquqcODKKySk5iA0Ng37/n6FIWbaUOssjeYyr58x7vgFweFTCKIzs7HriTNKKyox2Yi3ThvuO+KGbwDC0jIQm5WD7Y9fQqBDB1h0VWe3eRIUjnexCUjKzUNURhb2vXCFhEgn6CiyvEMtyQIzY9zyD8K9wBBEZWVjxwtnlFRUwq4Xb/nXPXHEtY8BxKMVk52Drc9r5NfgyG+sqgyHoBC8T0wixsgt/0CEpWfAUFkJrcEifTPcjPTHnahAROVlYdu7FyipqoB9j158+1AyH+s/Dkc/uSOxgNs7VFBRjtkvb+FpfBhi8rPxMTMFO9+/hKG8MlTEJFpFhwWmJrgVEIR7QcGscXCqGYeefMbh6XNc++TPGYcXtePQhezXlJGGkYoKdr18hcDUNMTm5GCnkzNEBAUxTle3RWS2nWKGq1c84OkRiZiYDOzf+wTy8hKwttbm22eKnTmePfXHC8dAxMdn4dgRR5SVVmLkKEOy36CnGhSVpHBg/xPExmaQZf++J9DWUYaRkSb7OH9fcsO9uz6Ijclolg52Y41x+a4X3H2iER2fiV9PPIOcrDhszPm/3nTaOFM8fhmIZ6+DEJeUhYNnX6K0rAJjB3PG6s4TP1y9743gCP5e69tPPpD9aRn5CApPIe0NtFXIzE1zmGRnjmuX3fHOPQKx0enY/+sjyMlJwMpGh28fH69oXPrrLTxcw/m2cX4RhKuX3OHnyz3r1NJM17TGoyRvPE35gLiidBwIeYCyqnKMVeFfR/AzPiO7vJC95JRze/aX9hgBz8xw/B75HBEFKUguyYZ7RihyypvvnaVpW7Qpw3Dzytl48tIDOtbTcPL8HVw8ug3u3v6wmbAMVuOX4uELV6xeMrVJxxbsKABdTUV4B8ezt1FP1N4h8cSrxote3ZXhE8JpT+EVFIde3VXI/9TTt5VhN2IsnVhnixfHl+Hi9ukYYMRtvHYSFsTupaNx4OprZOVzpnKaqkNdmSgdfILjiaw8deihTHTk0iGQo0MtxrpqcDyxDHf2zsOmOUMgJcZ5NSH15F9ZWU3OVUtZOespsbc293G+FiEBARioKMIzJoGjEzWVHZOAPmq8daoP5b0RFOiIvJJSvueYatIL+aWlZJq6JaGO3VNJER7x3PJ7xiXASPUr5S/lyO+XzCTewVovYj91NWjKyMA9lnssW0wHOSV4pNS5rgB4pMTBWEGVb79VhlbIKi3G7agvm96WEO6E6s+fkV/OPR3YsuPArYNnfDyMVL5wHAS5ryPhjiyvYFlVJdcxy6uqYKLG/3P5UpSVpSEnJw6/D3HsbUVFZQgNTYG+Ae/jCwoKQFtbCX4fOIYF9b3084tj96n11FVUVLHblJdXknfN9+zVvFmX+qgoSkFeRhw+/pzPvai4HCGRTPTUUeGvQ3dF+AZw38d8AxJgwKfPlyAhLoLh/fUQFJ6MqqrqJh9HSUUacvLi+OjDGZfiojKEhSRDv2fzx721EezQEToSqvDJiuIy+nyyo9BTWoNvP9GOwnCw2YQH/Tdjf5856CrWmb2vAzrAUkEXicWZOGq8AE8Hbse5vivQX0G/1fWh+Y8bhr30euDslQcoKi7BueuPoKggi2sOHA/bxZtP0dtAq0nHlpYQJYZVdj3DLDuvGHKSvN3rVAxfFq/2NdMdshIMiIkKY+4Yc+JZ/PHQPbzxi8KBleNJvGEta6cPREB0ClybGFPYQIe8ejLlUzLx14FXe9k6UzaU7D//6YgfDtwl8YdGOmo4ts6WeE8ofEMSic5UXCN1fiqO6Ac7a7JPns95vxRqaldQQABZRdwyZhYVQ1688WnMWtYNtUF6QSGXcUkxUKsrPmz5Af7bf8LcfsZYcMUBuXyMxxaXv7gY8mJfJj8Vw5ZeWAiPOI78VIxiVGY2PH5YgtD1P+GC3ST8/PI1iXFraWQ6MYgOmaXcT/4ZpcUk3pAXpp1VYa9liM2ejl90jk4CHbHZZCAexYagsKIcLY2MaM04FPMaB7EvH4eiQraRH5OdjeS8fKy3sSbxhZTxucTcDMqSEuj8hcdsVGZZ1jFy6sXDUeu1++ojJcUg3rC6sYK1fah4Q4qQkGSUlJRj8ZJBZDqWmlpeumww6UcZoi0JFR9Izl/vHpOTWwxZGT461N7Hcrn1ptblao73NSyf3R8vr6/C88sroSgvic17H6A5yDY6Li37+bUG0sLU97kj8frVJbusEHKdeMufUJSBPcH3sOnTZfwv8Ba59/9pvgIKnSTJfmoKWkywE2Z3HYj3mRFY/eE83qYFY2+fWTCS6fpN9KL5jyafCAsJorSM9aNBBUNT70bOzsln78/OzScxiG2FDgIsw4lKIrnhxIrTiUjMgGEPFdgONIRfeBL69+kGU70uJEaxrfLyPWfqIzopE5GJmXhwcCFMdNXgE5qImJQs/O/cC6yePgArplijuroat5w/ISuviMuL+G+w2MqMJJnMuXSHeHLq8j4uEZPOXCXGm51JLxybMgb2524gu5h7mv/fZGlfM4zR08HMG9zyzzbpgz4qSlhy9yGZSjbvooqfhw1GemERPOt4J/8NxASFcdR6LLa8c0RO2T9/llQiyqmBE0B9W7Z7OaEtstTcDGN0dTHz1m32OFRWV2PFw0fYO3I4/H76gaxTn/2bmFiiy9cyZKgB1qwdyV7fuuU2WoO8vBL88r8HWL16BIlfpDyFr1+FICKCSRLHmsOw/nrYsHQYe33jb5wEtX+L6w988MQ5EIqdJbHA3gLbV43+KrkGDzPA6g2j2evbN97Cf42gvASy1BKQG4+bVmsxSa0v/oxmhVhQuKWH4GaCO/mfilvsJa2BiWp98TGndafGaf7DhmFKaiY0VJWQlJJO1pdvPoj0TE4WWGd5GeTkcgzFryG3oASVVdWQleT24lCes6x83jESlOEjx6t9zdMxOWZlFclCrkssMxt9tFhTIqZ66lBTkMbr33/garN/5Th8ikjGsv13vl4HqXoySVIy8deBV/v6XsS6pGTkISe/GGqK0sQwpHjhFUYWqi8VXE792MwYYYzkjOZlZ+YUl5AfXLl63jXK25ZZ2Pi0+wILEyy2NsWCyw6ISM9ssJ+KL0vIySOLf3IqHFfOwxTjnvjT3adZMn+R/AwG8Xo2xkJzEyztZ4o5txwQnsGRv5NgR6zrb4UVDo+JEUJB7dfrrIBF5iYtbhjmlBUTHeRFuL01CiIMZJQ0vK40JKTRRUIa5wZPZm+r/eGImr0Bgx/8hYSamEPKKPx94ASoiUlhutONVvEWEh1KasaBwWscGo+BWmhmQgz0ObfvcY0DRXBaOkk6ERcWhnDHjsguKcHdmdNJBvPXQsURhoaksNdrExlkZMSQnc2RkVrnl6mal1dMpkllZLj1ZB2D4yH64BuL2bPOQFJSlLSnpqjv3PsRTGYomoO7dxRC6sT81U5by1D3xToeNhlpBqJi03nrUHsfq+cdpNaz6nkRvwTqeNSSyMxBfFIW7v+1DAbayo3GJtblnXskwkLO8R6XrMIvGpe2RG459X2uItnIdZHtJI6ssi+rCFD1uRoR+SlQZchxHTO2kHtMqfjF3tKcuNU2y3eQEPKfnUqmYgjlZaXY66/cfNkeRIrhA/viY1Bkk45N3YjC4tJgps8J8Kd+y8z01BEYxfsGEhjN5GpP0ddAA4HRKexjhsSlQUNJhquNuqIMmFmsUjV/P/XGjJ2XMWvXFfZCcfTGW/zylYko/HQw1VcnsvLUIapxHXjRWUYcUuKiyORxk6amoSnDcFhfHZRXVOF9cPOMlIrqagSnpMGiWxeOTlRMXbcu+JTE/8a+0NIUy/v3xeKr9xHEpyxMfSjjhfpxb0ko+YNS02BZk7BQK7+lZhd8TOYv/2JzU6y07IsFd+6T/nUREuhI5Kyudzer+vyZbYC1uA5ZqbBU1uDWQVkTfhkNp66j87Iw/OF5jH58kb04J0biXWo8+Z9ZlM9lFGpKyGCm003klrXsND7vcVDn1kFDHR9T/mEcLPphwd37jRp7heXlxCjUkJZGLyVFOEd9fVgINb2bkpLDXuLjMpGVVQhjY84PK4MhDD09FYQE8w4ZoGJ9IyJSYVSnD3VJGBlr8OyTn19CjMI+RhqQlhaDp2fT7p9sHUorkJyay15iE7OQmVMIU0POtcMQFYa+ljJJBuGrQ3QaTAy572PUejCfPl9K7feDmn36qnFJzmEv8bGZyMoshJEp97jo6qsiJKjlQzlamsrPVQgvSIapXA+uGEFT2R4Iyv2yGGUBdEB3CSVklRWwjxmanwR1Me7kPXWGAlJLW650E03boE15DI+cvdno/hPnbqOq3nTh13Dd6QN2LRqJ0Lg0BMekkvIxop2ESJYyxc+LRiIjtxC/32W5ym++9MPZTfYkm9jdPwbD++pCT1MRey69ZB/zynNf7Fk+Bh/Dk+EblgiLXpqw6dMNy/azpomoGEVeCSepWflIyfx67+f1Fx+wa/FIkhlM6TCtRocnbjU6LB6J9JxC/FFXh832mDHSBB61OnTl6ED1XTTRAi6+kcS7qKYghZVT+5PSNF5BnJsIlYkdEJWCktJymPfUwE/2/XHqjnuDumJN4ZKXH/ZNHIGglHRSZ3BuPyOICgnB4RNLJ2ofFUN45JUHWV9kZYqfBlpgvcNzJOfms2P5issrUFxRQZI5ltn0xevwaGQUFpGpZKpOoqKkOBxDmvfDyIsLPn44OGYEAlPTEcBMxTxTlvx3A1nyU/vSCgpxyJUl/5K+plhtbYE1j58jKa+h/JQR8j4hEZsH2qCsorJmKlkNkwz0sef1W7QG50J8cNh6DAKzUvEpk4mFeqZgCAqRLGUKal9acQEO+LmirLoKEbncnrXahJLa7ZRReHrgRBjIKWLhq7vo2EEACjUeydzyEmLItTQXfD/g4OiRJIOYNQ7GrHEIqhmH0SNZ4+DG+m5Q8YKrrSyw5ulzJOXnNRgHilHaWsQgTMkvgI6CPLYPHoiXUdFwj2uZJCCHuz6YOdsSScnZSGXmYf6C/sjMLIC7O6f+3cHD0+HuFoGHDz6Q9bt3vLFp81hiIIaFpmDyFDMSR/jCkZMENGJkLyTEZyE3rxgG+qr4YeUw3LvrjaTEbHabzp0lISEhgs6KkhAQ6IDu3VnJBlQNRapszpdCZQ/PndKPeOyYaXlYNN0KWdmFcPPmJD8c+9kOru+j4PD8I1m/+dgX234chbCoNIRGMmE/zoTci56+DmL3kZVmEC+iqjKr8kE3DXkUl5QjLbMABYWl0NdSgm4PZQSEJqGgqAyqilJYNMMaScwcvkbpl3L/jjdmzLVCcmI2mMxczFs0AFlZBfBw44TdHDg2Ax6uEXjo4MsuRaOqKsver6QsTWpE5heUICONda9nfd5SJLmFQk2d1Z7y9ubU8Ro3lxtx7qQuYVh+EoLzEjFN3RoiHYXxJIV1De3saY+M0jycjmI5JxZ0G0KmkpOKsyAuKIKZmv2hJCKDR8mc2ZVrca7YbTgdn3Ji4Zcdg37y2rBS0CWla9o630MJmf+sYfhPUPGF65fPwNqfTzSp/0vvCEhLMLB0oiVJpqDKy/x0xIGdkKIkJ0GmSGsJiGJi+9lnWG5rRcrSUAWu1598hOhkztQxlWxClb2ZN8Yc62YOQkJqNjb9/hj+kc27MfHD2TsCMhIMLJnE0YEqRF2rg6KcBMn8rOsx3HH2GSnSXavDhhOPEFOjAxVzpKUmjzFW+iSphDKM3wfFk7I2VAmbWgy6KWHJJAty845n5mDv38547tm8aalangdHkFpzPw60gII4A6GpGVh87T47oUNFintcppsaQlhQECfsx3Ed59Sbdzj11gtV1Z/RVV4GJ3qPgwxDhCScBCankXqGVOmaluZZWATkGKLE2FMQYyAkPQMLbt9nJ0KoSHKPyQwjlvy/T+KW/4T7O5zw8CL/r3r0DOsHWOPwuFGQFhEhxuERNw9cb6UC10/iwiArwsCaPtbsAtdznW8js5Slg6qYJNcY/BNKDHEMU2clij0fv4Br3zTH6/CqV/ewJXgWTo0DA6utLDnjcNeBMw4S9cahT804TKg3Dh7vcMLzHflfQVwcWwcNJKEC1EPG/eAQ/P6ONUYtwc2bXsSgWLtuFMTFRRAYmIgtm25zZRSrqEhDSopTi/GNSyhJQpk3z4YkqVAFrjdvus2VkNKlixwWLR4ICQlRpKXm4do1D9y949OgsPaIkawSNxR/nltI/q5dfQ3+/l8+E3DtvjdEOglh47LhEBfrhMDQZKzbfY/MKNRC1ReUluTo8NojHNKSDGJEUgZgVGwG1u2+y5XEMnFEHyyYasle/+O36eTvbyef47lLMErLKjGgnxYWTrMk56emsqm6hzvvenHdu5rCrWvviLG9euNoMi5B1Lisu4mKcs5xlVVlICnN0UlbVxmHT85mry//iRWL6fTMHwf3PCH/W1hrY8M2zvW2/RdWXc/LF1xx5YIbWopXaQEkYWRR92GQ6ySByIIUrPG7wC5BoygizfVdkBASxWZ9W9K2oKIEYfnJWOJ9mkwV1/I2PZiUvZnTdSDW6o4n9Qy3+l8j8Yg03xcd0Nmk3djS+tqaeHHjGLqYTOTb5nOaL8zmH0F7xufiWpjPa986eF9aC93/Nf1NCm2BsF1r0GN/+9UhatMaaP7NXaS2vRE3dxN6HGzf34WoDWsxZNBetFdeuWyBte0htGfcHdZjmPVvaM+8dN8GC6fNaM94zXb+V86rs3zmNz1f+OlraM+0KY/h8AHmje5XV2ud4r40NDQ0NDQ0NDRtzDC8cHQbma7q0EiA/ddMZ9HQ0NDQ0ND8x6HNhvZrGKZl5mDrntN48Yb3uzENdLrC8Xr7ndqjoaGhoaGhoWnLtKlyNYEhUTDU4/9+zX/yJtLQ0NDQ0NDQ1M9K/pZLe6dNeQz/+NsBDFHOO3rrE5vAxJTF276pTDQ0NDQ0NDQ0/xXalGHo/TGk0f3UK/K8PnDqXNHQ0NDQ0NDQ0PxHy9V8CVS5GhoaGhoaGpq2RQdF03/lvLpLvm25mrA/6XI1bQ7The277pnv+bUwn9u+dfD+ey10drfvRKHwHXQdw7ZQx7D7ofb9XYhev7Zd19Cj6ud9D3UMhw7Yg/aM89ut6Pdiy78tBs1/gO/SMKShoaGhoaGhofgeEkK+JbRhSENDQ0NDQ0PzjZg3dTSWz7WFgpwMQiJisX3/WXwKiuTZdobtcNiNHQydHhrs6i17T13m2/67K1dDQ0NDQ0NDQ9OifP7GSyOMH26NXesW4cjZGxgxfTUxDK//8QvkZKR4trc07YUHjq6wW7wV4+dsQEpaJm6c/gVKnWXRWtCGIQ0NDQ0NDQ3NN2DJ7Im47vACtx6+QmRMIjb9+gepuDJ94jCe7VduPYy/bz9DcHgsouKSsO5/JyHQQQDW5r1bTUbaMKShoaGhoaH5fmkjHkMhQUHyEg+39/4c0T5/htv7TzAx1PkiVURFOkFQsCNy8wrRWvznYgztBvXG7JGmkJMSQ2RiBg5ed0FwbCrf9kNMtbB8ohWU5SWRmJaLk3fd4BEYy5VBzIvjt11x5QWrdM6CMeawMuwGnS4KqKiqwqAf/2iWDlOG9MasURwdDl11QUhMIzqYaWGpLUeHU7fd4BnA0WHnohEYa2PA1eddQBxWHXZgrx9aPQHa6gqQkWCgoLgU3sEJ5DiZuUVoCWaY9sZCCxMoiIshLC0Dux1dEJiSxrOtnVFPTDTUh5aCHFkPZqbjiIs7V/u944fDtje3Tm5RcVh04z5ag1lGvbGorwkUxMQQmp6BX5xdEMDkLf/U3j0x0UAf2jXyB6Wm47CrO1d7hpAQNgywxjDt7pAWEUVSXh7+/vAJNz4FoLWYrWOEpT37QkFUDKHZ6djl7Qz/TOY/9hunqYeTA8bDKSECS1w4n+8IdW3M1OmDXrJKkBERxehHFxGSk45vyaw+vbHYzJQ1LhkZ+N8rFwSk8v6uDNfqgRV9zaEhLQ3Bjh0Rl5OD874f8CAkFN+auQv7Y9Q4I4hLdEJwYBJOHHqO5KQcvu179e4CuxkW0NZRgpy8BHZtuQNPtwiuNtb9dTB2ojG0dJQgKcXAsnnnEB3F+xr9WhZOs8K4Yb0gweiEwLAUHPrzJZKYuY32sR3ZB9MnmkFWWgzRcRk4eu4VQqM4YzN+mCGG2ehBu1tniDE6YeSskygsLuM6xr4tE6Gl2RnSUgwUFJXC1z8ep6+4Iivn6+9Lcxf0x+ixfSAuzvrMjx9xRHIy/8+cyDjRBPbT+kJWVhzR0Wk4ddwJ4WGc74yyijSWrhiCnr26QEioI3y9Y3DyuBNy68jXQ0sRi5cNho6OMqqrq+HmGo7TvzujtKQCzWFyl36Y1bU/ZIXFEVWQisNhjxCSl8Sz7RgVY+zoZce1rayqAgOcd3Jt0xRTwA/aI2Ek0w0dOwggtigdWz5dRVppXrNk/a8gKyNJjLqMLO7rKjMrFz001b7oGNtWz0NaRjYxJv/THsN3T/5CV3XlZh9nmJk21kwdgL8eeWHW/64iIjEDJ9fYQkZClGd7w+7K+G3JGDx0C8LM/13Fm49ROLRyPLqrsn7QKUasOcO1/O/CC1RXf8brD5zAUOpCeOUbgbtvOE8JTWWouTZWTx+Acw+9MGfXVWIYnljPX4dePZSxe/kYPHINwuydV/HWLwoHV41Htzo6UFCG4qifzrCX7aefcu3/EJqIrb8/hd3mi9h08jHUOktj38pxaAlG6Wtjy7D++N3VC5P+uoawtEycn2ELWQZvnfpqqOFpUBjmXLmLaRdvgplfgAszbdFZQoyrnWtULKyOnGUva+8/Q2swWlcbWwf3x0kPL0y4dA1h6Zm4aM9ffvMuangSGoZZN+7C7spNMAsKcMneForiHPm3Dh6A/t00se6xI0ac+xsXfT9i17BBGNKjW6voMFZTF9vNBuO4vwfGPL5EDLjLQ+0hJ8JotJ+amCS2mg7C+7TEBvsYgkLwTUvCPr83+DcYo6ONrQMH4MQ7L4y/chVh6Rm4NMUWcnzGJa+0FH94eWPK9ZsYc+ky7gUFY//IEbDRZAV9fyumzrTAxClmOH7oOX5ccokYCHuPTIeQcEe+fUREhRETlYaTR1400kYIQQGJOHfapUXlnTnJHFPGGOHQmZdYsvkaSsoqcGTHFAgL8Zd3sJUOVs4fiIu332Hh+iuIikvHkZ1TiIFXS6dOgnj/MRZX7r3nexy/wETsPPwYM368gO0HHkFVSRq/bhj/1TpMnd4Pk2xNcfzwc6xcdgmlpRXYd2hao5/5wEF6WPbDEFz52x3LFl9ATHQ66SMtzdJBREQI+w9Nx+fPwIY117B65WUICgrg1712qH2zq5ycOA4cmYGU5BysXH4JWzbegoamPDZubt69dahSL6zSHYNzUa8w990pRBYwccxkAWSEue+RdSmsKMVol9/YyyTXA1z7VUVlcdZ8GeKLMrDC50/M8jyOi9GvUV5dibbO9/JKvJXzp2DCCBssXLsHZeXNe3BoN4bhwunjeC6qSgqYOmEoe72pzBxuggeuQXjsEYxYZjb2XnFGaXklxlv35Nl+2lBjvAuKI56/OGY2zjzwRFh8OuwH92G3ycov5loGGHWHb3gikjM5T1B/PnyH6y/9EJWcieYyY6QJHrwNwhO3YMSmZGPfJZYO4/rz0WG4MbwC43D1OUuHsw6eCItLh/1Qjg4UFRVVyMorZi8F9Z7Mb7zwQ1A0E6lZBQiMYuLvp97o2V0ZHTs2/xKa388Ytz8GwcE/BNGZ2dj11BmlFZWY3Ie3TusfOOL6hwDiWYzJysH2Jy8h0KEDLLqqc7Urr6pCZlExe8kv5dappVhgZoxb/kG4FxiCqKxs7HjhjJKKStj14i3/uieOuPYxgHgWY7JzsPV5jfwaHPmNVZXhEBSC94lJSM7Pxy3/QGLYGCortYoOi/TNcDPSH3eiAhGVl4Vt716gpKoC9j168e1DyXys/zgc/eSOxIKG3qH7McE4EeAJj5Q4/BssMDXBrcAgYuBR47L9JWtcpvTkPS7UZ+0UFYXo7Gwk5OXhkt9HhGVkwFRV9ZvKPcnOHNcuu+OdewRio9Ox/9dHkJOTgJUN/6kmH69oXPrrLTxcw/m2cX4RhKuX3OHny5ktaAnsxhrj8l0vuPtEIzo+E7+eeAY5WXHYmPN/7/20caZ4/DIQz14HIS4pCwfPvkRpWQXGDuaMzZ0nfrh63xvBEfy91reffCD70zLyERSeQtobaKt89X3JlvrMr3jA0yMSsTEZ2L/nMeszt+b/mU+2N8ezJ5/w4nkAEuIzcezwc5SVVmLkaFbsl0FPNSgqSeHg3sfkmNRyYO8TaOsow8hYk7TpZ9kDVZXVOHHUEUmJ2cTbSHkq+w/UhYqqDJrKdA0bPEzywdOUD4grSsf+kAcorSrHWFX+BaY/4zOyywu5lros0xoOz8xwnIpwREQBE8kl2XDLCEVOecvMGv0XyM7JR2VlFclGrou8nDQyMhv3Ti+bMwk/LJiM6ct3IjSyde+pbcow/N+GRVg+dxIWz5rAtQgIdMCUsYPJ/4tmfv3TIIVgRwHoaijifWg8exv1JOcdEk88g7ygtlP76/IuOA69uqvwbC8ryYB1r67Ew9gaEB00FeETzK0DtU55BnlBbfeu057CKygOvXpw62CsqwbHk8twZ988bJo7BFJi/N9ZLSkmgpEWegiISkFVVXWzdBISEICBsiI8YxM4OlEezNgEGKl9mZdYVEgQggIdkVdSyrXdXEMNnmuXwnHFXPw8ajCkG3kPd3Pk76mkCI/4evLHJcBI9SvlL+XI75fMJN7BWi9iP3U1aMrIwD02vnV0kFOCR0qd6wogBp2xAn+jaJWhFbJKi3E7qvWmt5ulk6IiPOO5dfJMiIeRypeNi6V6F3STlYV3Eu/pt9ZASUUacvLi+OjDufEXF5UhLCQZ+j2/rYH6JagoSkFeRhw+/pzPuai4HCGRTPTU4X2fpLxm2t0V4RvAfR/zDUiAAZ8+X4KEuAiG99dDUHjyV92XlJWliefO7wPHYC4qKkNoaAr0DVT566CtDL8PcVw6UMeo7UO8jZ9ZD921lJdX4nP1ZzK1TNoICaKisor0raWsjOWB69nry6YWG8jWoSN0JFXgkxXFkQ2f4ZMVjV7S3A/PdRHtKIz7/TfiYf9NOGA0G13FOrP3dUAHWCroIqEoE8dM5uPZwG0433cF+nfWb5KM/1UqKisREBoFa3ND9rYOHTqQRJIPAfwf6lbMs8XqxVMxc8XPCAjhjOt/Isbw6r0XMO6ljRVbDiEqlnMzjve5T6xkKoOnqUhLiBLDKju/mGs7ta6pzDvtm4rh49VeTpL39NpYS30UlVXApc40ckvC1iGvnkx5xdD4Gh3yiiFbZ8rmXWAckTklIx9qnaWwfIo1jq23xcJfbqC6zh1rpb0N7Ib2gWgnIQRGpWDtkQfN1kmGIQpBAQFkFXLLmFVUjG7yX/bEvH6IDdILCuEZwzHO3KLj8DIsCkm5eegiI421g6zw1/RJmHrxJpdOLSZ/Ebf8mcXF6FbvqZAfGwfYIL2wEB5xHPmpGMVfRwyFxw9LSFwqFaC81dEZPknJLSY7W4dODKJDZin3k39GaTG6S3GHHNRi2lkV9lqGGP34ItoiMqKscaE8xXWh1iljjx/iwsLwXLYEwh07kutkp/MrLqO/tZGVZT0I5NSLkaPWZWTF0dag4gMpcurdk3JyiyErw3vaUqr2PlYvPpla11D9+hIcy2f3h+0oI4iKCBGv4cbfOLHRX4JM7WeezS0PFQdYOx4NdJBioKOgAM9x6qLO+s6EBqegtLQci5YOwoW/3hADgPqf6icrxxrLj35xZDqailN0uOsDERFhLFoyiOyjjNWmIC1MfZ87IruM2+OXU15AYgR5EV+Uid+C75FYRHFBEczUtMFffZdjusdRZJTlkyloMcFOmNN1AM5GOeH3CEf0k9fGvj4z8YPPOXzMaVkvdIvThgpc/3nlAY7tXgP/kCh8DIrA4pkTwBAVwc2HzmT/8d1rkJqehb0nL5P1H+ZNxvoVM/HDlkNITEmDgpw02V5UXIries6Q79Iw3PzbHxg5qB9u/PEL/rh0Dxdvcce5tXWoKWlHr1CUV3KeENsDL99znlSikzIRmZiJB4cWwkRPDT4hHGP8yjMfPHobCCV5SSyaaIFdS0Zi7dHmG4fNYbGlGUYb6GDO5Ttk6riWZ8GcwPuI9CyEp2Xi1Y8LiBfRK67pDxgtzdK+Zhijp4OZN7jln23SB31UlLDk7kMylWzeRRU/DxuM9MIieH5DQ4UXYoLCOGo9FlveOSKnrATfE0Xl5Rh3+SpJ/rHUUMe2gQOQmJdHpplbg8HDDLB6w2j2+vaNt9CWGdZfDxuWcspqfK0R1hpcf+CDJ86BUOwsiQX2Fti+anSjcg0eaoA160ax17dtvt0qcuXlFeOXXfexau1ITJpsRjyFr18HIyKcSR70KOLjMnFg72MsWzEUCxcPQlV1NR7c80V2ViGJVf9WBOUlkKWWgNx43LRei0ld+uLPKFaoC4VrRghuxnuQ/6m4RUNpddKmzRuGbYhHTu6kZuGG5TOhIC+D4PAYzFyxC5nZrHAcVWUFLufFHPtR6CQshHOHuV+HePjMdRw+c+P7NwwpHF288Ck4Asd3r8UQGzOs2XWsRY6bW1CCyqpqMt1bF2o9K493jAS1nWf7eh44ij5aqsTzuOXME7QWbB2k6skk9ZU6SDEaeB3rkpKRh5z8YpJgUtcwzCssJUtCWi7iUrLx5NgS9OqujMDof85c5UdOcQkqq6shJ84to5wYA5n1vIj1WdDPBEusTDH/qgPC0xuP36Q8h9lFxdCQlW5Rw5Atvxi3/PIMRgNvVX0WmptgaT9TzLnlgPAMjvydBDtiXX8rrHB4jDcxrBsutV+vswIWmZu0uGGYU1ZMdJAX4faOKIgwkFHS8LrSkJBGFwlpnBs8mb2t9ocjavYGDH7wFxJ4xBx+S3JKWOMiX39cxBjIKOIfE0XdjuNzWbJTWczdZWWxzNy81QzDd+6RCAs5x16vTXaQkREjxkEt1HpLZRA3B3fvKITUifmrTTCRoe5BdbxnMtIMRMXyzkDPq72P1Xgba6HWs5pQ5YA6HrUkMnMQn5SF+38tg4G2Mt/YxHcekQgLTWGvU9nCRGZZMWTX8RpKN/KZU0YfFRtIjUtdqPW6nscPvrGYM+M0JKVEyfR2UWEZbjv8hDcpIew2r51DyEKdj/IwUhchFb/I/Iesbn7kllPf5yrIduL2OMoISyCrvOCLjlH1uRoR+SlQY8hxHTOukHtM44oy0Fv62yZntXePIQXl9OLn+JqyaCvXet/Ri/CtaVMxhrWkpmdj6tLt8PILgtPN48QF31yoG1FYfBrM9TgxFtRhzfTUEcDHsKG2U/vr0ldfA4HRnJtKLRNseiIkLhWRSc1PMGlUh7g0mOlz62Cqr04SQnhBba/bnqKvgQaZCuZHZxlxSImLIpOPsck6bweum2pTqaiuRjAzDRaaXTjHBmDRtQs+JvE3OBdZmGKFTV8sun4fQXzKwtRFUUIc0gxRZBS2bKA0JX9QahosNbjlt9Tsgo/J/OVfbG6KlZZ9seDOfdK/LkICHVlTmfXuZlWfP7MNsBbXISsVlsoa3Dooa8Ivo+HUdXReFoY/PE+mkWsX58RIvEuNJ/8zi/Lxb0N0SkuDpbo693Wlro6PKV/+IEN93sKCzbvGG6OkpJxkpNYu8bGZyMoshJEpKzmBgsEQhq6+KkKCWj6M4GspKa1Acmoue4lNzEJmTiFMDTnXDkNUGPpaymRalxeVldWIiE6DiSH3fYxaD+bT50up/X4ICwl++Wcel4msrEJ2QgjRgSEMPT0VhAQn89chggljE04f6tTUMXj1yc8rIUZhHyMNYgBSSS71oaauqQz0gYP1SCwiZVQ2hcrPVQjPT4GZbHeObOgAM7nuCMz9sodKAXRAd3FFZJUVsI9JlbpRrzcV3YUhD2bpv/sQSPMf8BjW5dSFu3j77iPMjfSRnpHd7ONdc/qAnxeOREhcGqldOGOoMYmXo7KUKf63cCTScwrxu4M7Wb/p7Ic/N9qTbGb3gBiMMNeFvqYi9lx+yXVcMRFhDDXVxrFbb3meV1FWgiRzKMlKQkBAANpdWF+uxPRcUtrha7ju+AG7Fo9EaGwagmNSMW0ESwcqS5ni5yUsHf64U6ODkx/ObrEn2cwe/jEY3lcXel0VseciSweqLzUt7OIbSbyLVIzhyqn9kZSeC69AVnC4QTcl6HdTwqeIZFIrjPIkLp1sSWoi8jNIv4aLXn7YP2EEgpjpCEhJxVxzI4gKCcHBn6UTtS+toBBHXrOmMBZbmuKnARZYd/85knPz2V6h4vIKFFdUkGnAlf374UVYJPE6dqHc9kNtEJ+dC7folk/euODjh4NjRiAwNR0BzFTMM2XJfzeQJT+1j5L/kCtL/iV9TbHa2gJrHj9HUl5D+QvLy/E+IRGbB9qgrKKyZipZDZMM9LHnNe9rrLmcC/HBYesxCMxKxadMJhbqmZJyM1SWMgW1L624AAf8XFFWXYWIXO4HoPxyVsZ33e1SwiJQFZNEZwbLc9FNihU/RnkhM+rFM7YGF3w/4OCokQhMS4M/MxXzTYzJtXE3iDUuh0aNRGphIQ65sb4ry8zNSNuE3DximA/s1hUT9fVInOG35P4db8yYa4XkxGziNZq3aACysgrg4cYJ+ThwbAY8XCPw0MGXXYpGtU58npKyNLr3UER+QQky0liGuoSECDorSpHkFgo1dVb77OzCBvF1XwOVPTx3Sj/isWOm5WHRdCtkZRfCzZsTJH/sZzu4vo+Cw/OPZP3mY19s+3EUwqLSEBrJhP04E3Ivevqak7gnK80gXkRVZVZMVTcNeRSXlCMtswAFhaXQ11KCbg9lBIQmoaCoDKqKUlg0wxpJzBy+Rik/HO54Y+YcK1IrMjU1F/MW9Gd95u51PvMjM8gYPLz/gazfu+2NjVvGkUzi8LAU2E4xJ+Pg+JyTjDVilCHJWM7NLSZJKT/8OAz37niTDORaJkwyQXBQEkpKKmBi2hVLlg/GuT9diCHZVG7Eu2FHTzuE5icjJC8RUzWsINJRGE+TWbLv7GlHYgdPR7LKGy3oPhhBuYlIKs6EhKAoZnbtDyVRGZLZXMu1OFf82ns6PuXE4kN2DIkxtFbQxQ8+f6Gt05olZL5H2rRhSBEYGk0WChVFeaxfPgNrfz7RpGO99IkgBZqXTbQkCSRUHcMfjzqwkzOUZCW45vYpj+G2v55hxSQr/GBrRQy59aceITo5i+u4w811iDfC0TuM53mp842z4hRbvv7zbPJ36YHb+BD+dVNUzt4RkJFkYImtJeSkGIhIyMCqQxwdKCO0bmwKZbjtOPMMyyZbYcUUK2LMbTj+CDE1OlBttbrIY4y1PilOm5FTiPfB8Th7z5Nky1FQ5XAGmfTAkkkWEBEWIgYklbBy4dFTdpvm8DwkgtT8o4w9BXEGQtMyiCewNqFDWZJ7XKaZGEJYUBAn7bhLF518+w6nXL3INIi2ojwm9taHhEgnkpjiEZOA4288SSJHS/MsLILUxqOMPQUxBkLSM7Dg9n1kFbPkV6kn/wwjlvy/T+KW/4T7O5zw8CL/r3r0DOsHWOPwuFGQFhEhxuERNw9cb6UC10/iwiArwsCaPtbsAtdznW8js5SlA2Xg1cZFfSnDuvTAIesx7PVTAyaQv8c+ueOYP8tIbk2ehlPXFQOrrSzJ1D41NTz/rgN7XOpfV5TR+MvQIVASl0BpZSVisrOx7tlzcpxvya1r70gNvNUbR0NcXARBgYnYsu4mKso5166yqgwkpTn1GLV1lXH4JOu+QrH8J1YcoNMzfxzcwwpvsbDWxoZtnGtu+y+25O/lC664csGtyfJeu+8NkU5C2LhsOMTFOiEwNBnrdt9DeZ1sXKq+oLQkR97XHuGQlmQQI5IyAKNiM7Bu912uJJaJI/pgwVRL9vofv00nf387+RzPXYJRWlaJAf20sHCaJTk/NZVN1T3cedfrq+9Lt254kVqQa9aPYn/mmzfc4vrMVVSkSdJJLW9cQiElzSBGJDUNTU07b9lwi6t4dZcusli4eCAkJEWRlpqLa1c9iUFZF109Fcydb0POn5iQRcreODs1r7KFc2ogpIXFsbjHUMh1kkBkPhNrPlxkl6BREpUmmcq1UMbgFoNJpG1BRQnC8pOx5P1pUuqmlrfpIaTszdyuA7FGdxwSijKw5dM1+Oe2/MM2zb9LB3Q2aTe2tL62Jl7cOIYuJhP5tvmc5gvThUfQnqHepmI+t33r4P33WujsPor2TPiONeixv/3qELVpDTT/3o/2TNzcTeh+qH1/F6LXr8Uw69/QXnnpvg3WtofQnnF3WI+hA/agPeP8div6veBOQGhvvJ/DPdv2rTCYM/Obni/48jW0Z9qUx3D4APNG96urtU5xXxoaGhoaGhoamjZmGF44uo1MVzWWbPK101k0NDQ0NDQ0NDTt0DBMy8zB1j2n8eIN73djGuh0heP19ju1R0NDQ0NDQ/NtoZNP2nG5msCQKBjq8X+/5j95E2loaGhoaGhoaL4Tj+EffzuQV8PwIzaBiSmLt31TmWhoaGhoaGjaMbTHsP0aht4fOdXgeVFSWgavD81L46ehoaGhoaGhofkOytV8CVS5GhoaGhoaGpq2RQdF03/lvD1nfttyNUHX6HI1bQ7TRe277pnvubXoO6d96/D+8vdRx1Brb/vVIXLLGmhePID2TNz8jehxsH1/F6I2rMVwi91orzi92wGbSe27jqHb/fUYMngv2jOvXm+BuSP3e3RpaFqD79IwpKGhoaGhoaGhoFNW23FWMg0NDQ0NDQ0Nzb8H7TGkoaGhoaGh+X75rjIpWh/aY0hDQ0NDQ0NDQ0OgDUMaGhoaGhoaGpr2MZVsadoLmurKSM/IwZt3fqisrGrW8ewG9cbsEaaQkxJDZGIGDt5wQXBsKt/2Q0y0sHyiFZTlJZGYlouT99zgERjLlUHMi+N3XHHlhS9MdNRwdoM9zzZzfr2GkLi0r9ZhypDemDmao8PhKy4IieGvw2AzLSydzNHh91tu8Azg6FCXTfOGwHZwbxy95oKbLz6yt3dRksZP0/rDUEsVQoICiErMxNl7nvgQmoiWYIZpbyy0MIGCuBjC0jKw29EFgSm8Pxs7o56YaKgPLQU5sh7MTMcRF3eu9nvHD4dtbwOufm5RcVh04z5ag5nGvbGob4386Rn4xckFAUze8tv37omJvfShLc+SPyg1HUfeunO1pzKKebH/tSvOvf/QKjrM1jXC0p7mUBAVQ2hOOnZ5OcM/k/91Vcu4rro4OXA8nOIjseQ15/MdoaGFmTp90EtOCTIiohj98BJCstPRmswy6o1FZqZQEBNDKDUOr1wQkMpbh6mGvTDRQA/a8vJkPSgtDYddPbjayzEY2DjABtaaGpDs1Ak+Scn4n/NrxOfmtqoecxYPwKjxRhCXEEFwQCJOHHiOlKRsvu179VGH3UwLaOkoQ05BAj9vug1P13D2/o4dBTBv6SCYW/aAsoo0igrL4Ocbi/N/vEJ2ZmGz5V043QrjhvaCuFgnBIal4PDZl0hiNv4ZTRrVB9MnmkFWWgzRcRk4du4VQiM5n/24YYYY1l8P2t06Q4zRCaNmnkRhcVmD41iYdMM8ewt015BHeUUVPgUnYuu+h1+tw7x5Nhg9pg/ExTshKCgJx4+9QHJyTqN9Jkwwhv3UvpCVFUd0dDpOnnRCeBiTvV9GRgxLlw2GiYkmREWFkZSUjWtXPeHmxhmba9eXQ0lJmuu4f/3lgps3vNAcpqj3w6yuNpATFkdkQSoOhT5GSF4Sz7ZjVI2xq9cUrm1lVRWwebmLvb6z12SMVTXhavMuIwKrPlxCW4d+JV47NgyvnNqFFZsPoqCwGNKS4mTdqKc2snPzISMlgZj4FExauBnZOflNOv4wM22ssR+AvVdfISiGielDjXFytS0mb7+InIKSBu0NuyvjtyVj8LuDO9wCYjDSXBeHfhiPWb9cRXRKFmkzYu0Zrj6Wvbpix9zheP0hkqz7R6U0aLNsohXM9Lo0ySgc2lcbq2YMwP5LrxAczcS0EcY4vsEW9ht569CrhzJ2rxiD03fc4f4pBiMsdHFg9XjM2XEVMcksHWoZYNIDPbsrIz274Q/FkbWTkJiagx/23UFZeSU57+G1E2G7/jyy84rRHEbpa2PLsP7Y9ewV/JNTMbevMc7PsMXIPy4hu7ihTn011PA0KAx+SUyUV1ZikaUZLsy0xZgzl5FeUMRu5xoViy2PnNjr5VXNe6jgx2g9bWwd0h87HV/BPyUVc82McWGqLYb/yV/+JyFh+JjERFllJZZYmOHiNFuM/usy0gpZ8lucOMvVZ0A3TewZMxwvwqNaRYexXXWx3XwQtns64WMGEwsMTHF5uD0GO5xDVin/8VUTl8RWs0F4n9rwAYEhKATftGQ8jQ3HfuuRaG1G62hj68AB2PHyFfyZTMwzMcZFO1sMO3+R5ziYd1HDk9Bw+KW4sMbB3AyX7Gwx6iI1DqzvwJlJ41FRVY1l9x+isKwcC8xMcNl+CkZevISSispW0cN+liUm2pnj4O6HSE3JxdwlA7H32AwsmnEaFeW8r2ERESHERKbhxZNP2LWv4YNoJxEhaOko4dpFN9KOMjhXrBmBXw5MxcoF55sl74xJ5pg8xgh7TjwHMy0PC2dY4/DOKZj900ViqPFisJUOVs4fiMNnnBESwYTdOGPSZ8bKC8ituZ+IdBLE+4+xZFk2uz/P4wzop4WNK4bjz2vu8AtMQEcBAXRVZxn6X8O0af0wydYU+/c9QWpqLubN7499+6diwfy/UMFHh4ED9bBs+RAcO+aIsNAU2E42w/79UzFv7p/IzWXpsHnLOGJobt9+F/l5JRg8RB87dk7EiuWXEBXFuf9fvOCKp08/sddLSsrRHIYq9cJq3dHYF/wAwblJmKZpiROm82HndgQ55Zx7ZF0KK0rJ/lp42VKeGeHYHXiPvV5e3TrfAZp/lzY1lTzI0hjCQkLk/40rZ0NcjAGLsUtgOHg2zEctRHFJKTYsb3qhypnDTPDALQiPPYIRy8zG3qvOKC2vxHjrnjzbTxtqjHdBccTzF8fMxpmHngiLT4f94D7sNln5xVzLgD7d4RueiOTMPLK/sqqaa39uUSlpQ8nQFKaPNMHDN0F44haM2JRs7LvkjNKySowbwFuHqSOM4RUYh6vPfBGXkk28fOFx6bAbxtGBQkFGHOtnD8LOM89RWc+AkhIXgbqSDC4/8SGeQuJ1vO0G0U5C6K729Tfh+szvZ4zbH4Pg4B+C6Mxs7HrqjNKKSkzuw1un9Q8ccf1DAPEsxmTlYPuTlxDo0AEWXdW52lGGYGZRMXvJL23obWgJFpgb45Z/EO4FhiAqKxs7HZ1RUlmJKYa85V/3yBHX/QKIRysmOwdbn9XIr8mRv67c1DJEuzu84hORmMu6rlqaRQamuBkRgDtRQYjKy8I2zxcoqayAvVYvvn0omY/1H4ujH92RWNDQO3Q/OgQn/D3hwYzDt2CBqQluBQThXlAwGYcdTs7EeLPryWccnj7HtU/+nHF4UTMOGl3Ifk0ZaRipqGDXy1cITE1DbE4Odjo5Q0RQEON0dVtNj0lTzXH9khveuUUgNjodB355CDl5CVj1539OH69oXPrzDTzecjxRdSkuKsPmVdfg+ioESQlZCAtOxqnDz6GtpwIFRclmyWs/1hiX73jB3Tsa0fGZ+O34M8jJisOmL//33k8db4rHLwPx7HUQ4pKycOjMS5SWVWDMEM5Y3Xnih2sO3ggO53jg6tJRoAN+WjgYf/z9Fg9f+CMxJYccy8WT92fQGJRRd/WqBzw9IxETk0EMRHl5CVhba/PtM8XOHM+e+eOFYyDi47Nw7KgjysoqMXKUIbuNgYEq7t//QLyITGYu8RZS3lptbSWuYxWXlCMnp4i9lJZWoDnM0LTGg0QfPEn2Q2xROvYFP0RpVTnG1fP41eUzPiOrvJC9ZJc3dBBUVFdxtSmoLEW74PM3Xto5bcowrIu1mSH2nvgbiTXTg8z0LPx2/BIGWho36XiCHQWgq6GI9yHx7G2fPwPeofEw7KbMsw+1ndpfl3fBcejVXYVne1lJBqx7dcVDN/6v7RvQuzsxtJpiGBIdNBXhHcytg09IPPEM8oLa7lOnPQVlKPbqwdGhQwfg56UjifEYW8+LSJFXWEqMylHW+hARFiQ35EmDDJGdV4Sw2K/3etZFSEAABsqK8IxN4OhEPZnGJsBIjbdO9REVEoSgQEfklXDfpMw11OC5dikcV8zFz6MGQ7qR93A3S34lHvLHJcBI9SvlL+V9k6WmMwd274q7/q3zOkhKh55ySvBIiePSwYMZD+POvK91ilW9LYk38XZkIP5tiA5KivCIj+ceh/h4GKl84TgIcl9Hwh1ZEyplVZVcx6QeOEzUVNEaKKlIEyPQzyeWy6gLC0mGXs+WPaeYuAiqqz+jqKDpP+7KilLECPT153zuRcXlCI1kwkCH97UjKCgA7e6K+ODPfR/zDUjg24cX1DE6y0uQvucPz8aD88twcMfkr/YYKitLQ05OHH4fONd/UVEZQkNToK+vyl8HbSX4feCMEyUHdYy6fYKDkzFooB4kJETIfXbQID0ICXfEp0+c+wXF9On9cP/+apw5O59MTQsINL3ynmCHjtCVVIFPVhSX0eeTFY1e0twPz3UR7SiMhwM24PGAjThoNAvdxDs3aGMs2xWOg7bijs0abNKfACkh0SbLSdN2aVNTybUXMIWUpBjikrhjg2ITmVBUkG3ScaXFRYlhlZ3PPS1GrWsq8T4mFcPHq72cFINn+7GW+igqq4CLH2samRcTbHrCKzge6TlfH9cjLcFHh7xiaCg3okNe4zrMGWOGqqpq3HLixBTW58f9d8kUtMufP6L682fk5Bdj1SEHFPCI+fkaZBiiEBQQQFYht4xZRcXoJi/zRcdYP8QG6QWF8Izh3GzdouPwMiwKSbl56CIjjbWDrPDX9EmYevEmkb+lqJU/s7ih/N3lvkz+DYNskF5YCI86xmVdbHvpo6i8otWmkWU6MVg6lHDrkFFShO5SvK8r086qsNc2JHGDbQEZ0ZrrqN44UOPSTfbL7hlULGF6USE84lnjEJOdjeS8fKy3scZ24n2swHxTEyhLSqCzmFir6CErJ07+5mZzT/flZBdBpmZfS0AZJ4tWDMGbl0EoLm76tKWcNOtzyKl/j8ktJrGDvJCqvY/l1dMxtwgaql9+f1dRlCJ/50+1xKmLLmCm52PaBFOc2G2PGT9cQEHhlxm8MrI1OuTUkyeniL2vgQ5SDBK3mZNT3KBPF3VW7DDFL/+7T6aOHzxcQ+LjKU/grl0OSEnhxC7ed/BFZGQaCgpKoG+ghkWLBhBj+/TpV2gK0sLU97ljA49fdlkhNMQUePZJKMrAr0EOJBZRXFAEs7pa41zfZZjmfgzpZazQrXcZkXBJDUZKSQ7UGLJYrj0Cx0zmYaHXGVS3dTdZGxevrdHmDMNjv6xGeXkFBAUFoa6iiIhozo9lZzkZ5NeJIWtrjLfqCUevUJTzSZDpLCOOfgYa2HLmKdoKupqdMXW4MebsvNpouw1zByMnvwRLf7tFYgzHD+yJw2smYt6u68iqd4P/liy2NMNoAx3MuXyHK4bwWXAE+/+I9CyEp2Xi1Y8LiBfRK65lEmZagiX9zDBGTwezrnHLX5fJvQ3wKDi01WIkvxYxQWEc7T8GWzwckVPWMHavPbLU3AxjdHUx89Zt9udcWV2NFQ8fYe/I4fD76Qey7hmfgDcxsS32JoXBw3ti1aYx7PXt62+gtaEMmu2/TiGvgzhx4NlX9aWSQdYvG8Ze3/SbA/4tOlAuOACX73rhrRfrYXzvSUc4nFuKQZbaeOQUwLPfkCEGWLOWE/O6dcvtVpNx/oL+EBcXwfp115GXVwIra23s3DkRq1ddRWxsBmlz964Puz01jV1ZUUXkO3fuDd/4xpYmMDeRLLUE5MbjtvUaTOpijrNRzmTby1TO5xldmEaMyAcDNsBEtht8sqO/iZw0/0HD8M7j1+z/nd68h6hoJ679Y4ZaIjg8pknHzi0sIfF+1HRvXah1foYNtZ13+4bB+H20VKGpLIstZ5/wlWGclQGZln3r37QvUW4BHx2kGA2evrl0kOKvQx8dVchIMvDw6GL2fupp/qfpA4jBOGndeZjqd4FVn24YtuwPFJWyvAsH/36NvgYaGGOjT2IPm0pOcQn5wZUT55ZRToyBzHpexPos6GeCJVammH/VAeHpmY22pTyH2UXF0JCVblHDsFZ+eUZD+TP+Qf6F5iZYamGKuTccEJ7BW35TNVV0l5PF6get9zCRU1bM0kGUWwcqO5nyGtZHQ1IaXSSkcW7oZPY2KjaPImruepKwksAj5rA1ySmpuY7qjQM1LplFjT+4LDQzwdK+Zphz+16DcQhOS8f4v69CXFgYwh07IrukBHdnTicZzC3BO/cIMk1ci5AQ65YsLSuG7CyOx4fyXEVH/HOG+BcZhb9NRmclKWxceeWrvYXu3lEkWYQjb0eWfFIMZNXxuMlKMxAZyzsDPa/2PibF7Y2TkRZDVu6XP2TWno+KK6ylorIKKWl5UFTgHzdJxRFS08RsHYRrdJARQ3YdTy21Hl0nQYRLh7xiMssiI8N9vbGOwRo3Kvt70iRTLFjwF+LjWNdVTEw6evVSI9nMx4694Hns0LAUCAp2hKKSFJIS+Wei8yO3nPo+V0FWmNvDLNtJHFllBV90jKrP1YgoSIGaGMf7WR/Kc0glslBt2rphSGclt2PDcM2u443uP3zmBqqrq5t0bOpGFBafBnM9dbz9xLqIqd8yM1113HbhZIPVJSCGCTM9ddxw5kyx9tXXQGA056ZSywTrngiJS0VkUmajhuHTdyHkhtJkHeLSYGagDle/Ojroq+OOM28dAqOYMNVX5yo9Y95TA4FRLB2eeYTCO4h7CvP4hsl47hmCJ66sOEgRYVZCUP0pWGq99qm9qVRUVyOYmQYLzS54FV6jE5WV27ULrvr48+23yMIUy6zNsfC6A4L4lIWpi6KEOKQZosioyfptKYj8qSz5nSM58ltqdMGVD/zlX9zXFMstzbHglgOCUvnLb9fbAIHMNIT9g+HbXB2CslJhqawBp4Qojg7KGrgc6tegfXReFobfv8C1bb2xDcSEhPG/96/ALGpa1YBm65CaBksNdThH1R0HdVzx4/3doFhsbooV/fpi/h2HRo29wnKWAaUhLY1eSoo45uHZInKXFJeTpS5ZmQUwMu1KsocpGAxh6Oqr4onDhxYxClXVZLFh5RUU5H+9t7ektALJqdxGf1Z2IUwMNRAVx/KAMUSFoaeljAeOvD/3yspqRESnwcRQHW7eNddbB8CklzocnvMPZ6lPeHQamb1QV5FBYGgyW0elzpJITed/DVIZv/WzfrOyCmFsrElKzhAdGMLQ01PB40d+/HWISIWRsSY8PCLZOhgZa+DBA9Y4iXRi3Tc/V9e7b1Z/RodGYgh7dFckvxG59aapv5TKz1UIy0+BmVwPvE0PZcmGDjCV64478e++6BgC6IDu4krwzOSfyNO5kySJMcws/fbfd5r/kGH4T1Ala9Yvn4G1P59oUv9rLz/g5wUjERKfRmoXzhhqTDJraxNB/rdgJNJzC0l5Goqbzn74c4M9Zg43gXtADEaY60JfUxF7Lr/kOq6YiDCGmmrj2O23fM9tptsFagrSeODWvED9G44fsHPxSITGppHahdOGG5MbUK0Rt2vJSGTkFOKPOywdbr3ww5mt9pgx0gQe/jEY1k8Xel0VsfcCS4f8wlKy1IXKSqY8kAmprDgYyogsKCojxz7/4B3JGJ440BAqClLw/NQ0D25dLnr5Yf+EEQhipiOAKvdibgRRISE4+LN0ovalFRTiyGsPsr7Y0hQ/DbDAuvvPkZybD3kx1lN7cXkFiisqwBASwsr+/fAiLJJ4HbvISGHDUBvEZ+fCLZo7EacluODthwNjR5B6hJT888xY8t8LYMlP7aPkP/yWJf+SfqZYZWOBtY+eIymvofy1UF6qkbra2PfaFa3NuWBfHLYejcCsVHzKYGKhgSkpN3OnJrHksM1opBUX4sAHV5RVVSEil9tQzS9nXUN1t0sJi0BVXBKdGSzPRbeaeEXKC8nLE9lcLvh+wMHRI0kGcQAzFfNMjck43A1ijQO1jxqHQ26s7wZVnma1lQXWPH2OpPw8nuMwSluLeAlT8gugoyCP7YMH4mVUNNzjWv46quX+LW/MmGeN5MRspDJzMW/xQGIseriGsdvsPzkLHm/D8OiuL1kXERWCiposVxJLNy1FYvxlpOUTg2nHnimkZM2O9bdIckNt/BzVhjJ0msrtJ36Ya9cPScwcUq5m0QwrYiy6vefExB77nx1cvaLYht+tR77Y+tMohEWnkUQVu7EmEBURwrNXQVxeRypOUU2ZVeOvm4Y8yd5Nyywg8YPU/1Q28oJpVkjPLEBqRj5mTDQjbb82M9nhng9mzrJEUjL1medh/vz+yMwsgLs7JyTl4KHpZP1hjeF39443Nm0ei4jwVISFpWDyZDNSNuiFI2vKNSEhi9QtpKaFz5x5jfz8ElhbacPEpCu2bbtD2lCJKrp6Kvj0MZ4Yq9T68hVD8Mo5GIVfGCPJi+tx7qQuYWheEoLzqHI1ViS5hMpSpvi51xQSO/hHBKuc18LugxGUm4DE4ixICImS+odKotJ4mMi6vqi+i3oMJjGGWeUFUBOVw0qdkUgqzoZXJv+Y+jYD7TH8fg1DaSlx2I0b3GTD8KVPBGTEGVg2wRJykgxEJGbgx2MO7GQOJTkJLq9YQDQT2/56hhWTrPDDJCskpudi/e+P2DUMaxlurkO8E47enBt3fSbY9IJ/VDLia4ytpuL8PgLSEgwssbUkCSQRCRlYfZCjg2I9HSiP4Y7Tz7BsihWW21mRUjMbjz1qUMOwMajpbyrRZPkUK/y+xY5MNVP9Nxx7iMjE5nuynodEQJYhSow9BXEGQtMysOj6fZLAQUEF+9fVaZqJIYQFBXHSbhzXcU6+fYdTrl5kGkRbUR4Te+tDQqQTSUzxiEnA8TeeqGiFOL1noSz5KWNPQYxByp8svH2fnQihIkllTnLkn27Ekv+ULbf8J9ze4aQ7p6jtGH0d4oV4HML/umopnsSGQVZEFGuMrFkFrrPTMdfpDjJrahiqikly6fAlDFPvgUM2o9nrpwaOJ3+PffTAsU8sI7kleRYeQaaSV1tZknEISc/AgrsOnHGQ4L6OZvRhjcPvE+qNg8c7nPBkeVYUxMWxddDAmtCAItwPDsHv75pXePifuH3Vkxh6qzePIfFpQQEJ2LrmOlcNQ2VVGZIAUYu2rgoO/TGHvb5s1XDy1+mpPw79+gjyChKw7K9Dtp25soTrfOtXXEbAx6YbutfvexOjbsPy4awC16HJWL/7HlcNQxUlaUhJcjJYX3uEQ1qSgYXTrCArw0BUbAbW/3KXK4llwog+WDDNkr3++57p5C9VL/G5C8vYp0rVUN617atHo5OwIJnmXrXzNgqLvi4p7uZNL2LUrV07inzmgYGJ2LL5NleMn4qKNKSkODq8eRMKKWkG5s23YU07R6dj86bb7IQUSi4qfnHR4oH47Vc7MqZU0sn+/U/g/Z7l1a6oqCSZynPnWpNpecoovXfXB3fveqM5OKcGQkZYDEu0hkKukwQi8plY5XuRnZCiKCrNlTAiKSSCrT0nkbYFFSUIzUvGIq8zpNQNRfXnamhJKGGMijEkhESQUVaA95mROBvpjIrPbSP2mabl6IDOJm3Glh4+wLzR/epqSti1dgG6mEzk2+Zzmi9MF3GKdLZHqLep9J3TvnV4f3ktdHYfRXsmfMcaaO1tvzpQb0/RvHgA7Zm4+RvR42D7/i5EbViL4Ra70V5xercDNpMOoT3jdn89hgzei/bMq9dbYO64Fe0Zn7mcFw58S3rbNb3+cVPwv3MN7Zk25TG8cHQb8Uo0Frf2tV4LGhoaGhoamv8udPJJOzYM0zJzsHXPabx4857nfgOdrnC83n49ODQ0NDQ0NDQ0bZk29eaTwJAoGOrxf43SP3kTaWhoaGhoaGi4oF+J1349hn/87QBGI68ti01gYsribd9UJhoaGhoaGhqa/wptyjD0/hjS6P6S0jJ4fWid98XS0NDQ0NDQfH/QMYbteCqZhoaGhoaGhobm36NNlatpCahyNTQ0NDQ0NDRtiw6Kpv/KeY0mfdtyNR/v0+Vq2hx0HcO2UcdQ9+f2nUEe9vMaaP/WfnWI2LYGGhfadx3D+AUbobWv/Y4BReTmNRhu/gvaK07eO2Ez8SDaM24PNmDQ8P1oz7g4bWr3dQxp2gf0VDINDQ0NDQ0NDc336zGkoaGhoaGhoSF8VwFzrQ/tMaShoaGhoaGhoSHQHkMaGhoaGhqa7xa6XM3X8Z8zDO0G9cbsEaaQkxJDZGIGDt5wQXBsKt/2Q0y0sHyiFZTlJZGYlouT99zgERjLlSjCi+N3XHHlBStDWke9M36aYgN9TUVUVX/G6w+ROHr7LUrKKpqkw5QhvTFzNEeHw1dcEBLDX4fBZlpYOpmjw++33OAZwNGhLpvmDYHt4N44es0FN198bLBfSLAjLuyaDm2Nzpi1/QoiEzLQEsww642FViaQFxdDWGoGfn3ugsDkNJ5t7Yx7YkJvfWh1liPrwcx0HH3lztV+5cB+GN1TB0qSEqioqiJtjr3yQEAy/8+pOcw06Y2F/UygQMmfloHdTi4ISOEtv32fnpjYSx9aCjXyp6bjyBv3Bu27y8li/WBrmKuroaOAAKIzs7Dy3hMw8wvwrZijZ4QlPc2hICqG0Jx07HrnDP/Mf/4Mx3XVxalB4/EiPhJLXt3Ht2KmcW8s6msCBTExhKVn4JeXLghg8hmH3j0xsac+tGvGIYgah7fuXO0ZQkJYP9Aaw7S6Q1pUFEl5ebjs+wk3PgW0qh5zlgzEqIlGEBcXQXBAIk7sf4aUxGy+7XsZqcNuliW0dJUhpyCBnzfcgufbcL7tf9o8GmNtTXH6yAvcv8n7FaTNZeF0K4wbZghxsU4IDEvB4TNOSGLmNtpn0igjTJ9kBllpMUTHpePYX68QGsm63iTERcgxzfpoQlFeArn5JXB7H4lz191RVFzebHnnz7HGmFG9IS7eCUHByTh6wgnJKTmN9pk4zghT7fpCVlYM0THpOPG7M8LCmWSfoqIkbl5ZzrPfz7sf4K0ba3x+XDEEPQ3UoKkhj4TELCxefgktwRT1fvg/e2cBVkXaxfG/dDfSIKKAIEorErbYgYrdrWvHuvaua3essWt3gi12kCqg0t194dIdfs+8F+7lwr2uEi74ze955sGZeWfmHM/cuWfOe865k3XtoSgihcj8NOwNvY+Q3CSeY4domGOzyRiubaWV5bB/tpm9vslkNIZqWHCN8WZEYKlf08hL03JoUVPJam0VoSAnw163NjPC0e0r4XpmJ45sWwGLLgaNOn9/K30sd+6Jf+77YPIflxCRyMCRZU6QlxbnOb6Lnhq2zR2Cux5BmPTHJbz+GIW9i4ZDT531RULhuOIE1/L72Seoqnb+KJRkJXFs5RgkZuRg+rarWHLQBXoaitgyw7FBOvTrpo+lE3vi9B0fTNt0CVEJDBxazV8Hkw5q2LpwCO6/DcLUTZfw1j8Ku5cNR3sNjg419LTogM56ashgFvC9/uJx9sjMKURTMshYH2sdHfDXax84nbyM8PRMnJrsBAVJ3jpZt9PEw6AwTDt/C+NPX0Nabj5OT3FCW2lJ9pi4rGxsffQKw49fxKQzN5Cck0vGyEvwPmdjGNxJH7/1c8BRdx+MPH0ZYRmZOD3eCQp8rmWto4kHIWGYevkWxp2/Rhy9MxOcoFJLfi05WVyZ6oyYrGxMvnQTw/65iL883qG0ogI/iqG6hthg3RuHPnli6L3zCGUycNHRGYpiEl89TlNKBuute+NdWiJ+JIMN9bGujwOOevhg5NnLCM3IxJlx/O3QTZtlhylXbsH5wjWk5eXj7DgnqEhx7PBb355waN8OKx+4YeCp8zj34SM2DeiNPh3aN5sezlN7YOQ4axze+RBLZp5GSXE5dhyeBGERQb7HiImJICYyHUf3PPrX89v2MkCnzprIzMhDczFxlDVGDzXH3hPPMG/NZRSXlGHf5rEQEeavQx9bA/wysxfOXfPC7BUXEBXHIMfIybLuNyUFKSgqSOGvc68xdek5bD/8GN3MdLH2l4GNlne8czc4jbTAgcNPsHDJRZSUlGP3DmcIf0Xe3j0NsWBeH5y/5Im5C88Rx3D3dmfIybHkZTDy4TTuKNdy9rw7iopK8e5DDNe5HrsF4PWbMDQV/VRNsMxwME5FvcBUr78QmZ+Kw5YzIC/CubfrUlBegkEvt7OXEW/qV6J7McK5xmz4fA2tAvon8VqvY/jPvt9gbsJy/hx7dcPtU9shKS6GD59CIS4mitund6CfvVWDzz+pvwXuuAfhvmcwYlOZ2HHpOUrKKjDcrjPP8eP7mcM7KI5E/uJSmThx1wth8Rlw7mPKHpOVV8S19DTVg294IpIzc8l++67tUVFZiV2XXyA+PRshcenYfvEF+lrqQ7Ot3HfrMGGgBe6+DsID92DEpjCx89xzlJRWYFhP3jqMczSHT2AcLj3yRVwKEydveyE8LgNj+3N0oFCWl8KqKb2x6cRjIi8vbLq0g7WJDg5ffYOmZLqNOW76B8HlUwiiGUxsfvAcJeUVGG3GW6fVLm64+iGARBZjM7Ox4d4zCLRpA5v22uwxDwLD4R2TgKTsXEQxsrDzyVtIi4nCQEUJTc2Mbua48SkILgEhiM5kYtOj5yipqMCYrrzlX3XXDVf8AhCaziCO3/qH1fK348i/opct3kbHYc9LdzIuMScXLyNjwCwqxo9idmdLXAsPwM3IIETmZGGd5xMUV5TDWd+E7zGUHod6DsUBfw8k5H89OtTUzLQ2x/XPQbgdGIKoLCY2uT1HcXkFxnThbYeV991w5WMAQjMYiGFmY93j+nYw11CDa2AI3ickITk3D9c/B5JIZFc11WbTY9T4brhyxh3ebyMQG5WB3VvuQFFJGrY9Dfke88E7CudOvILna/5RQgoqmrhw5SDs3OSKiooqNBfOwyxw4YYPPN5HITqegW2HHhGnzr5bR77HjBthiftPA/DoZRDikrKw9/hTlJSWY0hflv1iEzKxcdddeH2IRkpaDvwDE/D3ZXf0sNKDoECbRsk7ZpQlLl7xhqd3FGJiGdix+wGUFKVgZ6vP95ixo63w8PFnuD0NRHxCFvYfekLkHeTI+nxQAYLs7EKuhTrf67fhxPGs4cixF7hz/yPRqamY2M4OdxI/4EGyP2ILM7Az+C5KKsswrE7ErzZf8AVZZQXshVlWP0BQXlXJNSa/oqTJZKZpObQox9BATxvh0Qnk37/MHIOdRy5ixvJt2H74PGav3IHf957G6oUNa1QpJCgAQx0VvAuJZ2/78gV4HxqPLu3VeB5Dbaf218Y7OA4meuo8xyvISMDORBd33Tk/2yciJIjyiipyrRpKy1lRH9MO6t+vQzsVvA/m1uFDSDyJDPKC2v6h1ngKylE0qXXtNm2ALfMGEucxNjmLr27rZvbHlpNuxJluKoQFBWCsrgKvmAQunSinzlSTt051ERcWgpCAIHKLS/heY5yFCfJKSsg0b1MiLCAAYzUVeMXWkp96s479fvlzquWnvuJ6dtBFLDMbp8ePgveyebg5fTz66evhR0HpZaKoCo+UOC69PFLiYa7M/75datoDmSVFuB4ZiB8JsYOqCrzi6tghLgFmGg2/j/yTU9GnY3t2FJGKMraTl4dHHPdnqqlQVZcjTqD/e05EqaiwFGHByehkotmoc1Of819/H4mbl7wQH9O0n4PaqKnIEifQN4Dzf0RN9YZGpMLYgPe9IyQkAH09VfjVOoZ6Dvh+jud7DIWUhCiKispIik6D5VWVhaKiFPz847jlDUuBcaevyNtRFX4fueX1/xgH404aPI/R76iCjh1U8MitedMQhNoIwlBGHR+yojiy4Qs+ZEXDRI7z0lMXcUER3O25Gvd7rsEes8loL9W23hhzBV249V6Hm/bL8avRCMgKN/0MTHPQ5suXH7q0dlqUY0hFqqSqpw+1NVTw0tOPaz+1rteO94fu35CTEieOFTOviGs7tU7l6vGC2s57PO+ptKE9jFBYWo5X/qxpZIoPYYlQkpEgeY3U9aUlRLHYyY49zfxdOkjz0SG3CApf0yH36zpMHWKFysoqXH9aP6ewho1zHOHyMgBhsbzztRoKNbUrJCCArAJuGTMLi6Ak9fUpyxpW9rdHRn4Bl3NJ0UtfF37rFuHzhiWY1t0cMy+4IKeopFnkp+StK7+y5LfJv6qPPTIKCtjOpaKkBKRERTDXxgruMXGYedUFz8KjcXTMMFhpN+z+/17kRSVYehXX0au4EMoSvO81SxUNjNPvgrUeT/Cj4WeHrO+ww+peLDt41nIutz57hahMJjx+mYuQ1UtwxnkUfn/2Eh8Sk9EcKChKkb85TO50jWxmAeSr9zWUcVNtUVlRhTvX36M5UZRj3R/ZdVJOmLmFUJDnfe/I1jzbcrjtl51bBMWvHDPN2Qb3nn5ulLwKClI85c3OLuIvr4wEBAUFSBSw3jEKvI8ZPLAL4uIzERzSPPdODXIi1GdXsF7Ej1laAEVRaZ7HJBQy8GeQC1b5X8KmgJskcn6q23y0FeWkdnkzIrEl4CYWfTiNo+FuMFPQxUGL6RAgr7I0PxMtqvjExzcIIwc6IDQyDkFhMehhaUL+XYOtVRekZvCOaLUEhtt2hptPKMoqOFOxMSlZ2HzmCZaP64lFTnaoqqrCtRefkJlbyBVF/K8wbNcW4waYk/xDfjj3N4OkuAjO32/eL5SGMMfOihSZTD13k+v/neJdbCJGnbhEnIax5iY4OHYInE9dBbPwx03H/huU8zfEyABTLt1EWfUUPvVQpngREY1z71nOOjWdbKaphgnmXfAhoXm/WBqCpJAIDjoMwVpPN2SXtpz/329lbncrDOlkgMlXOHagmGJhClN1Vcy7dZdMJVtpaWBz/z7IyC+EVzz3i0hD6OPYGUt/G8pe37D8KpoDqihl5PhuWDjl7yY/d3+HTli1YAB7/dc/b6O5kRAXwe6NTohLzMKZa17fdWy/PkZYsZST4/3bhltobkREhNC3txEuXP4+WX8UgTmJZKkhICceN+yWY5SWNU5GPSfbnqVxIp3RBemkoOVOz9WwUGiPD8xotGhawHdta6JFOYbbDp/HnTO7oNJWAe8/huDXXyajq3FHRMYmkkjh8AH2WLvtWIPOnVNQjIrKKjIlWhtqPSuXdzEFtZ33eO63WgrTjhpop6aA304+qLfvyfswslDHUpXIX758waQB5khifF9OSU4+Hx1kJcjbOF8dZPnrYGqgAXkZCdw9MIe9n3pzXzKhJ3EYR608DUsjLXTuoAb3M0u5znPu90l44h2KP/5ueIQou6gYFVVVUKwTHVSSlEBmnShiXWb2sMAcO0sSCYxIz6y3n8ovS2DmkuVzUhrcFk/HGLPO+NvjQ4Pl5Sc/JW9d+RmF/yJ/NwvM7WGJ6VdcEJ6RyXVOqpI6KpP7JYjKX7TQ+jERw+zSIpZe4nX0EpcEo6j+vaYjIwctaTmc7jeava3GwY2evgq9b59q1pxDfnZQ/AY7zLK2wLzulph2zQXhDI4dRIUEsaKnLRa53MfraFYVP7W/k4oyZnWzaBLH0Ns9AmHBJ9nrwiKsR7KcgiSYWZyIj7yCFKIjGl5R39lUG3Lykrh8bxl7m6CQAOYu7U9yGqeOPNzgc1N5hCERqRwdqgs25OUkkVUrokbNakTGZvA8R27Ns626cKMGeVkJrnNQiIsJY+/mMSgqLsf6nXfIbMf3QOURhoSlsNdFhIXY8jJrRWrl5SUQFc1H3rwicl35OhFF6pja56ihp70BREWF8fQ5J82oucgpoz67lVAQ4Y4wK4hKIav02zoaVH6pQkR+CjQl6xcp1pBSnI3sskIypsU7hjSt1zGMik3CkCkr8euiyVg4fTQkxMXgNLgnmWL+HByJhWv3wO2VT4POTT10wuLTYd1JG28+sW5i6nvLylAbN1594nlMQEwqrDpp4+pzzhRrNyMdBEZzHio1jLDrjJC4NEQm1XdQaqiZAh5ua4yy8kq8C0n4fh3i0mFlrI23/rV0MNLGzee8dQiMSoWlkTZX6xnrzjoIjGLp8MgzFO+DuOU4tHo0HnuF4MHbYLK+79IrnLjlyVWocnjNaGz46yGCozlfCA2hvLIKwSnpsNHVwoswjk7d22vh8nv+U0SzbC0x394asy+5IIhPW5i6UI4KlfPZlJRXVSE4NR027bTwPKJafqpQp50WLvnyl392d0sssLUm08RBddqpUOcMTE1He0UFru26ivJIyW2+StJ6MmSlwVZdB08Toth6UevnQ/3rjY/OzUJ/lzNc21ZZ2ENKWARbfF4gtbB55SZ2SKu2QyTHDj10tHDRn78d5nSzxAIba8y84YKgNG47CAsIQkRQEFV1QvtUUUGN09tYiovKyFKbrMx8mFnpkipjCglJERgaa+DBbVb7q4bw/HEAPtbKW6TYfngSnj8OxNP7vJ8d30pxSTmS6xROZDELYNFFG1HVjiAV4eukr4Y7bryvRRXCRESnwaKLDtzfVd9vbUDWXR5x7jfqPFSlcnlFBdZucyHP0e+Wt7iMLFzyZhXA3EyHVBaT60iIoJOhOu4++Iq8kWkwN9WBp1ckW15z03ZwvcedAlUzjezlE4Xc3OaPpld8qURYXgqsFDvgTUYoSza0gaWiHm7Ge3/TOajpYT0pVXhl8i9moqaZqRzDzJIf80yi+T91DCnik9Kw8Le95N9KCnIQEGgDZk4eKupMEzaEy8/8sGXmQITEp5PehRP7mUNcVJhUKVP8PnMgMnIK8JeLB1m/9twff692xqQBFvAIiIGjtSHpRbj9wjOu80qKiaCfpT4O3uBdrevc2xSfo1NQXFpGHMulYxxwxMUDBcWl363DVTc/bJozEKGx6aR34fgB5hATFWY7cZvnDgQjuwDHbrJ0uP7EHyfWOWPiQAt4fo5B/+6G6KSrgh1nWDrkFZSQpTaUI05FIBPSWD280rO43zJr+i8mZeQgI5t/a5tv5Zy3P3aOckRQSgbpMzituxnEhYXh8pGlE7UvI68A+1+wnNPZtpZY0tsGq24/RnJOHjsXsaisnCxUEcF8h254GR4NRn4hmUqeaN0VKjJScAvm5H82FWff+WPXcEcEpWYgICUN06xZ8t8OYMm/e5gj0vMLsO81S/45NpZY6mCDFXcek+nJmigXkb+c9X972scXB0YNwYeEJPjEJ8JBrx16d2yPKRdv4kdxKsgX++wHIyAzDZ8ZqZhpbAkJIWHcjGAVlux3GIy0wgLs9nuL0spKRORwvxTllbHuq7rbm4sz7/2xe2i1HVLTMN3SDOIitewwtNoOb1h2mNvNEkvtbbDi/mMk8bBDQVkZ3iUk4tfe9qTKnHLKqZ6SVO/DHS+btjK/NlRfwYkz7ZGcyERaSg6mz+9FnEXPWu1Mdv01BZ6vw3DvJiv6LSYuDHVNBa4ilvYdVZCfVwxGeh7yc4vJUte5yc4qQFJC06fn3Ljvh2ljbZCUko3UjFzMnmhHnEWq72ANB/9wxlufSLg8Yr20Xr/ri3VLByMsKg2hkakYO8ySRAcfvQhiO4X7t4wlz7utOx9CUkKULBQ5eUXEYW8ot1x9MWViDyQnZyM1LQczp9sjM6sAHp4R7DH7do2Du2ck7txjOao3b3/A2tVDiIMYGpaKMU6WEBMThtsT7sIrdXU5dDHRwtoNvD+71H5xMRGSz0hNOeu1ZxV9xCdkNrhy/EqcB+lLGJqbhODcJIxvZ0uKS6gqZYotJmOQUZqHYxFPyfosvT4IyklAYlEWpIXFSf9DVXE53E1kvYxQx87u0Aev0oKRVZYPTXFF/GIwEElFTPhkNv0ztamhG1y3csewNplM7rdQdRUlrFowESu2NGza49mHCMhLSWD+iB5QlJEgfQwXH3RhR/JUFaW5ogMB0alY/88jLBxli0WjbEkvwlV/3UN0CveDdIC1AYlOuL3n3YfKWFcVc0fYQEJUGHFp2dh+8Tke+bDe5L6X5+8iICctgblOPUgBSUQCA8v2cHRQqaMDFTHcePwR5o+xxYKxtqTB9ZqD9xDDp/r4v+BxcATpWbi4tw2UpSQQmsbAnEuupHCAQl1Wmky/1zDBqgtEhIRweNwwrvMcfe2No699UPnlC3SV5HG46zDIS4iRal+q+TXVz5BqXdPUPAplyb+kpw0pdKDyAWdd48ivJsttEypPkJKfKiapzZG33jjizoqIU8Ummx+/wLweVtgwoDdimUwsvn0ffkn1o9XNxYPYMCiKiWOFuR1pcB3CzMDUpzdJ1TGFuqRMvWjaf8mjsAjSs5By9ogdMhiYdd0VWUXV8srUuY9q7DCK2w6HPbxxxINlh2V3H2FVTzvsGzYIcmJiSM7Lw/63nqTNTXNx44IX6Uu4bN1Q0uA66HMC1i29jPIyzsuxmoY8ZGtNu+p3UsfeE9PY6/OXs3Lonj74hL1/3MOP5orre+LUrV7oyGpwHZqMVX/c4orwqavKQVaGU9X60jOc9CykmlhTThIVbVz1+y1SgEKhr6fCrlC+foKT+kIxdu5JpDWiL+O1G++IvCuXOZL/88CgJPy67gbKa8urJg9ZWY68r96EQVZWAtOn2hF5qWjjr+tvILtOAc1gxy5gZObD14/3jwqsXj4Ipl051cKnTswgf8dPOY709Ibp9DwtkPQsnNuxHyk4ichLxVLfs+yCFBVxOVTVSryTERbDus6jyNj88mKE5iZjts8J0uqGoupLFTpKq2KIujmkhcXAKM3Hu8xInIx8jvIvjQ/a0LQs2qCtRct5sv8LRvrt8OTqQWhZjOQ75ku6Lyxn70drhvo1lW5TW7cO7y6sgOGWA2jNhG1ZDv1trVeHiPXLoXNmN1oz8TPXoOPO1msDisi1yzHA+g+0Vp6+3wT7kfWbHbcm3O+sRu8Bu9CaefX0V1i7rUNr5sM0VoTyR2M5eOIPvZ7voytozbSoiOGAntZf3a+t2XxNZWloaGhoaGho/t9pUY7hmQPryVRPm68kdteeCqKhoaGhoaGh+Rp0jmErdgzTM7OxbvtxPHnN+0fdjQ104XaldU8r0dDQ0NDQ0NC0VFrUL58EhkShS6cOfPf/WzSRhoaGhoaGhoaLLz94aeW0qIjhsfMupHchP2ITUjFmzvofKhMNDQ0NDQ0Nzf8LLcoxpH7t5GsUl5TCx6/5O8fT0NDQ0NDQ/BzQOYY/cbuab4FqV0NDQ0NDQ0PTsmijYvmfXNfa8ce2q3n/hG5X0+L4KfoYTmndOry7uAJG61t3oVDItuUw2Np6dQjf+HP0MdT/s/XagCJiw3I4Wm5Ba+WJ7xY4jGjdfQzf3l2NXgNbdx/D126tv48hTevgp3QMaWhoaGhoaGgIP9W86P9ZVTINDQ0NDQ0NDc1/Bx0xpKGhoaGhoflpoYtPvg86YkhDQ0NDQ0NDQ0OgI4Y0NDQ0NDQ0Py/0T+l+F//3juHY3l0xxdESirKSiExkYM/VVwiOTeM7vq9FRywYaQs1JRkkpufgyG13eAbGsveLiwpj8Wh79DTVg6yUOFIyc3H9xUfcfhPQZDKP6dcVkwZzZN534RVCYvjL3Me6I+aN5sj813V3eH3myFybX6f3hVPfrjhw6RWuPfnI3j59uDVsTdtDX1sZ5RWV6Df/GJqSCd26Yqa9BZSkJBGexsC2B68QmJTOc+wYy84YYWaEDiqKZD0kOQMHn3lwje9n1AHjrLvAWKMt5CTE4XT0EsJSGWguJlp2xSwbCyhLSSIsnYGtbq8QmMJb/rFmnTGyixE6KrPkD07NwP5XHlzjdwwfAKeuxlzHuUfFYfZVV/xIpnYyw9zO1lAWl0RodgY2ez/H50z+91oNw3QNcbT3cDyJj8TcFz9O5kkWdezw5BUC+NjBmbKDSS07pLHsUHv8zmH17fA2uvntMHVebwwcZQ4pKTGEfE7E4Z0PkJLI5Du+s5kOxk7pgY6d1KGoLI0tK6/B+00Y15iVm0diwDBTrm2+XlFYv+RSo+WdOdEWw/p3gZSkKALDUrD/+FMkpeZ89ZhRg80wfqQVFOQlER2XgUN/v0BoJOvekpYSw8wJtrAyawcVJWnk5BXD/V0kTl/2QGFRGfsc5l20MXuSHdrrKKO4pBxPXgbhn0vuqKz6fkdgxhQ7DB3UlegQFJKM/UeeIjkl+6vHjBxmhvFjuhEdomIycPjYc4RFpLL3H9w9AaZdtLmOuffwIzl3bQb274yxTlbQ0lBAYVEpXruH49Bfz9AYxmh3x2RdeyiKSCEyPw17Q+8jJDeJ59ghGubYbDKGa1tpZTnsn21mr28yGY2hGhZcY7wZEVjqd65RctK0PFqUYzhvykg8eO6J5Gb8Aq9Nfyt9LHfuiR2XXiAoJhUT+pnjyDInjN5wFtn5xfXGd9FTw7a5Q/CXiwfcA2Iw0NoQexcNx+Q/LiE6JYuMoc5n1Ukbm04/RkpmHrob6+DXSX3ByCnA288xjZa5Xzd9LJ3YE7vOvkBwdCrGDzTHoTVOcF5zFtl59WU26aiGrQuH4PgND3h8ioGjjSF2LxuOqRsvISaJJXMNPS06oHMHNWQwC+qdR1hIEC/eRyAwMgXDe3ZGUzLQRB+/DnbA73dfICAxDVNszfH3dCcMOXAOzML6OlnrauJhQBg+JaSitLwCsx2s8M90Jww/fAEZeYVkjLiIMPzjk+EWFIGto/qjORlkpI/f+jtg86MX+JychmndzHF6ohMGHjsHZlF9+bvpaOJhUBj8k1JRVlGB2T2scGaSE4acuICMfJb8FG+jYvHbPc4XSFllJX4kQ3UNscG6N9Z7PcUnRipmGlvioqMzet8+haySIr7HaUrJYL11b7xLS/yh8g6utsOmxyw7TLc2x+kJTnA8ztsO1jqaeBAcho9JqSitqMAcyg4TnTDk5AWk17HD2vs/zg7O02wxYnw37N3iirTkHExb0Bvbj0zBHOe/UF5WwfMYMXFhxESm48m9j9i8dzzfc3/wjMS+P+6y1/md73uY6GSN0UPMsePQY6Sk52L2JFvs3TIWU385g7Jy3v9XfewMsGhmL+w7/gwhEakYO8yCHDNp4Wnk5BZBSUGKLMfOvkZcYhZUlWWwckF/sm3TrnvkHHrtlLF702hcvOmDbQceQUlRCqsWDICAgACOnXv9XTpMGNsNo0dYYMfeh0hNz8XMqfbYs80Z0+ee4qtDbwdDLJzThzh5oeEpGDPSkhwzZfY/RIca7j/6hLMXPdjrJaXlXOehHEJnJyucOPUKoeGpEBMThqqKLBpDP1UTLDMcjJ3BdxCck4Tx7XrgsOUMjHXfj+wyzr1dm4LyErK/Bl6utRcjHFsDb7PXy6oaf//8COgcw1acY7hx+Qx43/8H1078geED7CAs1Lx+66T+FrjjHoT7nsGITWVix6XnKCmrwHA73o7P+H7m8A6Kw8UnvohLZeLEXS+ExWfAuQ/nLbxrB3U88AqGX3gSUrPy4Po2EJFJDBjrqjaJzBMGWeDu6yA8cA9GbAoTO88+R0lpBYY58JZ53ABz+ATE4dIjX8SlMHHythfC4zIwth935EBZXgqrpvbGpuOPUcHji+8fF29cc/NHdFImmprptua46RsEV/8QRDOY+P3uc5SUV8DJgrdOa2664dq7ABIBjM3MxkbXZxBo0wbd23PezO9/CsXxV+/gHZWA5mZGd3Pc+BgEl88hiM5kYvNDlvyjTXnLv+qOG674BZCIVkxWNjY8YMlvo8sdWaAckMzCIvaSV1KKH8nszpa4Fh6Am5FBiMzJwjrPJyiuKIezvgnfYyg9DvUcigP+HkjI/3rEqKmZ0Y3bDpseseww5l/sEFpth/U1dmj339ph5ITuuHr6LbzfhCM2Kh27N7mSKGCPXoZ8j6Eif+ePv4TXa+4oYV3KyyuRnVXAXgrySxotL+XUUc6Zx/soxMQzsO3gIygqSMGue0e+xziPsMSDpwF4/CII8YlZ2Hf8KXGYhvRj2So2IRMbd92F14dopKTlwD8wgUQCe1jpQVCgDRnTx84Q0XEMnL/ujeS0HHwOTsLx828warApxMWFv0uHMaMscfGqNzx9ohATy8COPQ+Io2nXQ5+/3k5WeOj2GW7PAhGfkIX9R54QHQY7cn8+SksrwMwuZC9FtSKeUlKimDXVnjikL16HIiU1h1zfyycKjWFiOzvcSfyAB8n+iC3MwM7guyipLMOwOhG/2nzBF2SVFbAXZln9AEF5VSXXmPyKxt8/NC2PFuUYUqz64wiKiktxeNsKfHx2Hr+vng0DPe4HdVMgJCgAQx0VvAuJ50pDeB8ajy7t1XgeQ22n9tfGOzgOJnrq7PXPUSlw6KoHZTkpsm5hoAVtFXn4BMc3jcztVPA+mFvmD8HxMOnAW2ZqO7W/Nj6BcTDpyJG5TRtgy/yBuPTQF7HJ3FHE5kZYUABG6irwqeXAUTpRDp2pNm+d6iImLAQhQUHkFv/4h5SwgACM1VTgFVtLfurNOjYBZprfJr84Jb9AffmpiJbXinlwWzgNWwb1gdxXfke8OfQyUVSFR0ocl14eKfEwV+bcO3VZatoDmSVFuB4ZiBZhh7gEmGp8nx1yeNjBe/k8uC1ofjuoashDUUka/u85swtFhaUIC0pCJxPNRp+/i0U7XH+6Gqdu/4LFa4dAWla8UedTU5ElTqDvZ84zhprqDY1IRWcD3veJkJAA9PVUuY6hPvN+n+NhzOcYCklJUeJU1UwTiwgLoqyM+yW2tKwCoqLCMND79hdxNVWWDn4f47h0CAlLgVEn/joYdFSF38c6OnyMg1EnDa6x/Xob4e71xTh7YibmzHCAqCgn4GFppgsBgTbECT3/92zcvLgQm9eNgLKS9DfLX0+2NoIwlFHHh6woLqfvQ1Y0TOT4f5eKC4rgbs/VuN9zDfaYTUZ7qbb1xpgr6MKt9zrctF+OX41GQFa4cfcPTcukRU0lU7xw98WNey+gKC+LcSP6Ytzwfpg5figCQqNx2eUJ7rq5o5DHtND3IiclThwtZh73lBi13k5VgecxVE4fr/GKshLsdSpHcf3Ufni8dy4qKipR9eULtl14ho+RyY2XWbpa5tz6Muio85FZTrL++FxumacOtUJlZRWuP+XkFP4oqPw/SqfMAm4ZswqK0F5Z/pvOsXKgPTLyCuAd3fzRwbrIU/ILCBB5a5NVWIT2St8m/6q+9sjIL4BXDEd+9+g4PAuLQlJOLrTk5bCity3+mTAK485eI/dUcyMvKkH0yizm1iuzuBB6crzvNUsVDYzT74JBd879Z3agInq1oe6r9orfaIc+9sgoKOByLik7PK22g3a1HU6NHwXnc81jBwVF1gtlThZ3tCaHWcje11B8vaPg+SoUacnZUNNUwIxFfbHt8GQsm3EKVQ3IyaNQlJckf7NzuKcnmTmFJO+OF7IyrM98dk6d51JOEbQ1ed9bstLimOZsg3tPP7O3vf8YhzHDLNDX3hCvPMOhICeJ6eNsuOT6FhTkpdgy14aSj78OEhCknsU8jtHWYuWsUjx/FYL0jDxkZuVDT7ct5s3sBS1NBWzaeofsV1eTRZs2bTB5vA2OnHiBwsJSzJpmj307xmHmgjOoqKjC9yInQn12BetF/JilBdCRVOZ5TEIhA38GuZBcRCkhMUzWtcOpbvMx3uMgMkrzyBhvRiRepQUjpTgbmhIKWKDviIMW0zHL5wSqWnoH6RYuXkujxTmGNWRl5+LYOReyWJsZYcKoAfh91WyydOzhjJbKuD6mMGmvhuVH7pCpZPOOmlhDcgwL8T70xzsu/4Zhu7ZkupnKOWyNUPmFg00MMO3UTZRV/NgcvKaAymsbbGyAqRducuWuPQqOYP87IiML4emZeLF4Jole+cT92Ny9b0FSSAQHHYZgracbsksb/+L2o5nbwwpDjA0w5SK3HR6G1LIDIwvhGZl48ctMkifq3QR26D3QBEvXDWOvb1x2Gc3Fm6dB7H/HRWeQaerzd5eSKOKnD7yL0erSv2cnrFwwgL3+61ZOvllzISEugl2bnEiu4dmrXuztHz7F4fi5N0Se9cuHoLy8AhdueKOrsRa+fMVppyJ4K5c4stfXbrrVbLI/eMxxZGPjMpHFLMCBXROgriZHpo0pp1BYWBCHjz+Hrz8rYvnHzntwufILzLrq4IPft9mlsQTmJJKlhoCceNywW45RWtY4GfWcbHuWximgjC5IJ07knZ6rYaHQHh+Y0T9ETpr/Q8eQ34f5/ccQsmzcdRLDHe2b5Fo5BcWoqKyCggwnckZBrWfl8k7OpbbzHs968xUVFsIiJzus+useu1I5KimTVPJOdrRstGOYk18ts2x9Geq+ubJlpt7c646X5chsaqABeRkJ3D04h72feptfMrEnxjmaY9SK02hOcopYOilJccuoKCVRL4pYlxl2FpjtYIlZZ10Qkd70uY/fQjYlf1UVkbc2ipL/Lv/M7haYa2uJGZdciMPxNaiIFbOwCDoKcj/EMcwuLSJ6KYlz66UkLglGUf17TUdGDlrScjjdbzR7G5WvRxE9fRUpWGnOnMMaOyhJ1pFXSgKMb7FDD0tMv/zvdkistoO2glyTOIY+b8MRHsSZTRAWESR/5RSlwKwVNZRTkER0xL9Xg38PVOQwJ7sQ6loK3+wYUnmEIeGcqlvKqaGQl5NEVjbnvqCid1GxGTzPkZvH+szLy9V5LslJkBy82lC5gnu3jEFRcTk27LhDZjZqc+MeNcPkC0UFSeQXlEKtrQzmTe2JlLRcvjpQeYShYSkcHUSE2DIzmZzrU/JRlca8dSgislDH1Eaehw61CQ1j/d9pqMsTxzCr+npUjiL73LnF5P+orbIMGkJOGfXZrYSCCHeEWUFUClml+d90jsovVYjIT4GmJCf6WRcqckgVslBjWrpj2Ob7A6//17SoHEPq7elrFBQW44oLd5l/Q6EeTGHx6bDuxMm5oC5vZaiNgBjOg6821Haq4rg23Yx0EBidwnaoqOrdug4uNU1TnS/deJnj0mFlVEdmY20ERvGWmdpuacwts3VnHVJdTPHIMxST1l/AlA0X2QtVlUzlGy7d7YLmpryyCiEp6eiup8WlE7VOVR3zY6a9Jeb37oa5510RnMy7HcmPoLyqCsGp6bBpV0t+ADa6WqTalR+zbSyx0L4bZl9xRVDqv8uvIi1Fpt0ZBfy/dJpar8CsNNiq63DpRa37MzhfqjVE52ahv8sZMo1cszxLiIJ3agL5d2ph3o+xg24dO7TTwqfkr9thkV03zLr6nXaoVbXcGIqLypCSxGQv8TEMZGXmw8xKlz1GQlIUhp01ERrIu9VIQ1FqKwMZWQkwMwu+Xd7iclLoUbNQUTwqCmZRqyULFeHrpK+GoPD69wkFNT0aEZ0Giy617q02VOsZHQTXOoY6z74tzqRg5rc/XfhWB1NQDlZZWQX6OnRCOiMPETH8bVlcXIbk1Bz2EhfPiuSZm3LkkZAQgZGhOkJC+esQHpnGdQylg4VpO4SE8k8b6qDHytujrkcRFMKyKTW9XAPVqoeabk/P4O/cfo2KL5UIy0uBlWIHjmxoA0tFPQTmfFtwQgBtoCel+lVHsq2oDMkxzCxp3s82zf95xFDTfMQPvd7lZ37YMnMgQuLTSe/Cif3MSR9CqkqZ4veZA5GRU0Da01Bce+6Pv1c7Y9IAC3gExMDR2hBG7VSw/QKr31RhSRn8whOxdKwDaaNCppL1NTHYxggHbnxf+wR+XH3sh01zByI0Np30LhzvaA4xUWE8eMuSefO8gWBkF+DYDZbM15/648Q6Z0wcZAHPTzHo390QnXRVsOMMS+a8ghKy1IaqSmbmFiIhjdPDS0VRGjKSYlBVlCHtIDpqs3JVktJzUFyn/cL3cs7THztGOyIoOQOBSWmY2sOMtJtx9WPptGOMI8khPPDUk6zPsrfE4n42WH3jMVKy89jRxqKycrJQyIqLQk1OBm2lWW/07arz/TLzC/81kve9nPXxx64RjghKzUBAShqmWZtBXFgYLp9Z8lP70vMLsP8lS/45PSyxpKcNVro+RnJOHjvKReQvL4eEsDB+ceiOJ2GRRFYteVms7mePeGYO3KMbX8T0rZwK8sU++8EIyEzD5+p2NRJCwrgZwSos2e8wGGmFBdjt9xallZWIyOGOtuWVse6rutubi7Pv/LFreLUdSNsglh1uV9th93CWHfa9qraDjSWW9rTBijvfZgdtyg59q+0Q03x2uHPVBxNmOSA5kUmietMW9EEWI5+r4njnsalk/d6N92RdTFyERP5qUNWQQ3t9VeTnFoORnkv2T57TEx4vQ0k1spqmPGYv6U96I/p5N64C9uZ9P0x1tkFSajZp9TJroh1xfDx8ItljDvzhDHefSLg8YuUx37jri9+WDkZ4VBpCI6l2NZYQFxPGo+dBHKfw97Hk2fbngYeQlBAlC0VOXhE7J3L8KCu8948l6w42+pjk1A2b99z77pzJW66+mDKhB5JSspGalkMqhTOzCuDhxUkloPL+PLwi4Xrfn6W3ywf8tmoIcRCpNjNUZTPVaubxU9bng5ou7tvbCO/eRyMvvxjtddti0dw++BSQQCqPKZKSs8k1Fs/vi72HnqCoqBRzZvREQhITHz83fIbpSpwH6UsYmpuE4FyqXY0tKS6hqpQptpiMIbmDxyJYgZZZen0QlJOAxKIsSAuLk/6HquJyuJvoS/ZTx87u0IfkGGaV5UNTXBG/GAxEUhETPpkcO7dY6BzD1usY/hvqKkpYtWAiVmw53CTne/YhAvJSEpg/ogcUZSQQkcjA4oMu7AITVUVprgTzgOhUrP/nERaOssWiUbZIzMgh08Y1PQwp1p18iEWj7bB19mDiSKVl5eG4qwduv26aBtfP30VATloCc0f3IAUkEQkMLNvDkVmljsyBkanYePwR5o+xxYKxtqTB9ZqD9+r1MPw3qOsNtec0+r20bQr5u2DbDfiHNS6S4RYYAQVJcSzuawMlaQnShmbeOVdSwEGhJsut0/huXSAiJIRDEzm5WRR/vfDGXy99yL97G+ph+xhOHtH+8UPqjWkqHodEQEFCnDh7ylISpP0JFQlkyy9TR34LlvxHxnLLf+SNN46+9SHTOPoqShjZ1QjSYqKkMMUzJgGHXnuh/Af2MnwQGwZFMXGsMLcjDa5DmBmY+vQmqTqmUJeU+SGFMN/Ko9p2kGTZgYoE8ruPJlTb4eiYOnZ4640j1XYwaKuEUV247XDwTfPa4cZ5T4iJiZDcQylpMQR/SiBNqGv3HKSKR2RqTcXqG6ljz8np7PX5KwaSv0/vf8K+3++gqqoKuh1V0H+oKSSlxYij6e8TjfMnXpKIXGO44vKeOESrFjqyGlyHJmPV77e4InzqqnIkClbDS49wyMlIkMbYpDl0bAY5Jrs6xUVfT4VdoXztJCfNhcJ5zkmkZbCiVN3NdTFlTHdSoRwVx8C67a545//9eXlXb75j6bDEkTQVDwxOwpoNN7h0oKZ/ZWtVcb96GwY5WQnSGLumwTV1TE1RDfX/amGqQ/obUk5vBiMPbz0jcLFWniTF9r0PsWheX+z8Ywy5Pz8HJmDN+hv1ps2/h+dpgZAXkcTcjv2gKCqNiLxULPU9yy5IURGX4yoYkREWw7rOo8jY/PJihOYmY7bPCdLqhqLqSxU6SqtiiLo5pIXFwCjNx7vMSJyMfI7yL60vt5vm67RBW4uW82T/F4z02+HJ1YPQshjJd8yXdF9YzuY06WyN+J5agW5TWrcO7y6ugNH6A2jNhGxbDoOtrVeH8I3LoXNmN1oz8TPXQP/P1msDiogNy+FouQWtlSe+W+AwYg9aM2/vrkavgbvQmnnt9ius3dahNfNhWtOkgn0vPRwm/NDreb29+tX908cNxoJpTlBWlEdIRCw27DqJT0H8I69D+9tizcLJ0FRvi9iEFGw7dA4vPfzwfxExHNDT+qv7tTWbpkk0DQ0NDQ0NDc2PZvgAO2xeORtrt/0F/8AIzJk0HFeO/QH7EfNJN5a6WHY1xLEdq7HjyHk8e/sBowb1xJkD6+E4fhnCm6lFW4tyDCllqcKNrxWhfK0NAQ0NDQ0NDQ0NFy3Ib5g7ZSSuuDzB9bsvyPqvfx5DX3srTBjZH0fP1m+dNHvicLzy8sfx86zfZ99z7DIcuptixvihWLvt2M/vGKZnZmPd9uN48vodz/3GBrpwu9K6p5VoaGhoaGho/v8QFhJCl04dcPTMLa5gl/u7T7DoYsDzGIsuhjh5idUQvYY33h/h2Kv7/0e7msCQKPKfxo9/iybS0NDQ0NDQ0LREFORlICQkCEYWp+MHRWZWDpT5/FKWspIc2V8bRlYO2irJNZucLSpieOy8CyS+8juksQmpGDNn/Q+ViYaGhoaGhqb10qblzCS3ClqUY0j9usnXKC4phY8f52edaGhoaGhoaGhaA8zsPFRUVJJq5NooKcqBkckdRayBkZlD9tdGWVEOGZnN90tSrapdzbdAtauhoaGhoaGhaVm0UbH8T65razv+h17P0/Ma330PLu7Fp6AIbNj1N1mn0uM+uJ3BuWsPeRafnNi1BuJiopi2dCt7273zuxESEff/UXzSVFjMad0FKn7/LP8p+hga/9q67RC8azkMf2+9OoRt/jn6GLZmG9TYYaDpJrRW3D79gZ5DWvd99Obhmp9CB5una/9rMWgayd8X7+Dg1uX4HBKFj0FUu5oRJIXu2t3nZP+hrcuRlpGFHUcukPVTV+7h9qkdmDdlJF64+2LEQHt0MeqA1X8cRXPxUzqGNDQ0NDQ0NDQtLcfw3lMPKFI/r7lgEik4CQ6PwaSFm5HJZE0Na6gpc/1Ck+/nMCxatxe/LpqMtYunkgbXM5dva7YehhS0Y0hDQ0NDQ0ND84M4e/0hWXgxZnb9X7d58MyTLD8K2jGkoaGhoaGh+XlpQQ2uWwMtqo8hDQ0NDQ0NDQ3NfwcdMaShoaGhoaH5aWlJOYatgRbnGPazt4JZZ3289vbHh0+hsLXqgvnTRkGgTRs8eumNy7efNOr8Y3t1xVRHCyjKSiIykYHdV18hOC6dvzwWHbFgRA+oKckgMT0Hh2+7wzMojr1fXFQYi53s0MtMD7KS4kjJzMW1l59w+00Ae8woexMM7GYAQ+22kBIXRc8lx1BQXNpgHcb064pJgy3ZOuy78AohMWl8x/ex7oh5o23ZOvx13R1en2PZ+2ePskH/7gZQUZRGeUUlwmLTceKWJ4KjOec00GmLRePtYaSrgqqqL3jlG4mDl9+guLQcTcEEm66Y4WABJWlJhKcysP3uKwQm8baLnooiFve3gZFGW2goyGLn/de46PGRawx1vyzq3x1DzTqRc2bkFeCuXwhOvOD9c4uNZaJVV8zqYQElKUmEpTHw5+NXCEzhLf9Y884Y0cUIHdsqkvXg1AwceOHBd/yWIX0x3rILtru9xoV33Ho2N1M7mWFuZ2soi0siNDsDm72f43Mm/3uthmG6hjjaeziexEdi7gvWb3z+CH4WO0xZ0AeDnCwgKS2GkE8JOLL9PlISmHzHdzbXwZhpdujYSQ2KbWXw+/Ir8H4VVm+clq4SZi0dABOLdhAUEkBCDANbV14DIy23UfLOnGyHoY5dICUpisDQZOz/6xmSU3j3Zath5BAzjB9tDQV5SUTHZuDQiecIi+B9b+3+fQy6WbbH+q0u8PCJItv0dJUxaWx3mBhpQFZGHGkZebj76BNu3/NrNTpQLJnXF52NNKCro4T4xCzMXnweTcFore6Y1K4nFESkEFWQiv2h9xCSl8Rz7GB1C2zsPJZrW2llOXq92Mi1TUdSGYs6DoKZfHsICgggtiAd6z5fQnpJ4+4fmpZFi5pKnjx6IE7vX4c+dha4eGQznAb3wpkD60npdmJKBv5YNQezJg5r8Pn7W+pjhbMD/r7vg0lbLyMiKRNHlzlBXlqc5/guemrYNmcw7ngEYeIfl/H6UxT2LRoOPXXWFwnFCuee6NG5HTaecsOYTedx5flHrJnQGw5d27PHiIkIwTsoHmcffUBj6ddNH0sn9sRpVx9M23gJUQkMHFrjBHkZ3jqYdFTD1oVDcP9NEKZuvIS3flHYvWw42mtydEhIy8beCy8x8bcLmLv1OlIz83B4zWjIVf+/KMlJ4sjaMUhKz8HMLVexdI8LdDUUsWmuI5qCgV30sWaoA4698MHYw5cRnpqJk7OcoCDJWydxYSEkMnNxwM0DjLxCnmNm9bLEuO5dse3uKwzbdx4HHntgZk9LTOphiqZmkLE+1g5wwF9vfOB08jLC0zNxarITFCR4y2+to4mHQWGYdv4Wxp++hrTcfJye4oS20pL1xvYz1ENXTVWk5xXgRzNU1xAbrHvj0CdPDL13HqFMBi46OkNRTOKrx2lKyWC9dW+8S0vEj+RnscPY6XYYMbEbDm+7j2VT/kZJcRm2HZsKYRH+7/Fi4iKIjUjDXzt4J7RTqGnKY9/Z2UiMy8Sa2WewYOxfuPL3a5SVVjRK3gljrOE0zBz7/nqK+SsuoaSkHHu3joWIsCDfY3rbG2LRnN44f8UTc5acR3QsA3u3OkNOtv69NXakJfk51LoYdFBFdk4h/tz7ENMWnsHF696YO80Bo4aatRodanj0NBCv3tZ35BtKX5UuWGIwFKejn2O6zxFE5qfigMUsyIvUv7drKCgvwZDXf7KXUe67uPZriCvgpNV8xBcysMj3b0zxOoizMS9RVtW4+4em5dGiHEPK6fttx3EMmrSClGPv2fQLth8+T/r1UI0cqX1TRg9s8Pkn9zeHq3sQ7nuFIDaVie2XnqOkrAIjbDvzHD+hrxm8g+Nw8akf4tKYOH7XG2EJGXDuY8rlPD7wCoFfRBJSs/Lg6h6IyCQGjHVV2WOuvviIc24fEBiT2mDZ2TINssDd10F44B6M2BQmdp59jpLSCgxz4K3DuAHm8AmIw6VHvohLYeLkbS+Ex2VgbD+ODk+9w/AhOAEpjFzEJmfh0OU3kJIQRQctJbLfzqw9Kisrsef8C+JEhsamY9fZF+hjrQ/Nto3/vcZp9ua49T4Id3xDEJ3BxO+uz1FSXgEnK946BSWlY98jdzz+HIGyCt4PJVMddbwMicbbsFikZOfhaWAkvCLiYaLFsUtTMb27OW76B8HlUwiiM5nY/IAl/2gz3vKvdnXDVd8AhKUzEJuVjQ33n5EIp42uNtc4ykHZMKg3Vru4oaKqEj+a2Z0tcS08ADcjgxCZk4V1nk9QXFEOZ30TvsdQehzqORQH/D2QkN98nfl/ZjuMmmSDq/+8hc/rMMRGpmPPRhcoKkujR29Dvsf4ekbi/F8v4PUqlO+Yab/0wwePCJw++BTR4WlITcqGz5tw5Gbzfrn6VsaOsCROmadPFGLiGNi+7yEUFaRgZ9OR7zHOoyzxwC0Aj58HkSjZvqNPiDM2eAD3vdWhfVs4j7LCrkNu9c7x6Fkgjvz9Ep+DEpGalotnr0Lw+HkgHHrotxodKA6ffIE7Dz8ipZFR29pMaGeHe0nv8TDFD3GFGdgdcgellWUYqs6/wfQXfAGzrIC9ZJdxvwTN6+AIr8xw/BX5GBH5KUguZsKDEYrsssbdPz+ELz94aeW0KMdQW10Fb7xYUzRevoEQFBTg+gk8apumetsGnVtIUACGOip4H8rp/UO9wFHrJnpqPI/p0l4N70K4ewV5B8eT7TUERKfCwbQ9lOVYb2KWBprQVpGHT3B8g+T8Vx3aqeB9rXNTOnwIjodJB946UNup/bXxCYyDSUd1vtcY2ccE+YUliExgkG3CQoIor6jiKuwqLWM5ZF0NeJ/nWxEWFICRhgq8I7nt4hOVgK7avHX6Fj7Fp6C7nhZ0qn9o3EBNCWbt1OEezkkDaAqEBQRgrK4Cr5ha8lP3SUwCTDW/TX4qAiokIIjc4hL2tjbU1NOogTjt5YcoRhZ+NJReJoqq8EiJ49LLIyUe5sr8bb7UtAcyS4pwPTIQP5KfxQ6qGvJQUJbGx3fR7G1FBaUIC0xGp65aDT4v9esK1vb6SI7PItHHay/X4ODFubD5irP5LaipyhIHyu8T5xlTWFSG0PBUGBvyecYICUC/gyr8PtW6t76AnKP2MaKiQti4eigOHn8G5jc6r5KSosjLL2nVOjQWoTaCMJDWwIesKC6n7wMzCp3ldPgeJy4oAhf7X3HHYS12mU6FriTnu7YN2qCHsiESizJxwHwmHvbagFPdFsJB2ajZ9aH5P3cMs3PzSHNHChVlBQgJCrLXKTTV2iInN79B55aTEidOT1ZeEdd2al1JhvfUGJXDx8znHs/MK4RirakCKkeRity57ZmLd8eX4MjSUdh15SU+RiY3SM6v6iDN0oGZW1emIihUO6b1dJCTrD8+t4hLBwpbU128+ucXuJ9ZivGOFli86zZyC1gPWN+QRDJ+8mBLcn1pCVEsGmfHnmZulE4S1XYpqGOX/CIoSX99yvJrnHr9gUQUH6ycjk/bl+DWkskkD/Hhp6abrqGQp+QXEEBWIbf8mYVFUJL6NvlX9rNHRn4Bl1Mzx84KlVVfcPEH5xTWIC8qQfTKLK6jV3EhlCV429xSRQPj9LtgrUfj8oD/n+0gryRF/uZkcUdrcpgFkFdk7WsIcgqSkJAUhfNMe/h6RWLdggvwehmKjfvGk3zDhkLl1lHUdXqoKV4Fed7yyspIkM98dk4Rj2M499Yvc/ogKDSFRPG+BeNO6uhjb4j7bp9brQ5NgZwI9dkVJFG/2jBLC6AoylufhEIGtgffxq+fLuD3wOskcv639UIoi8qQ/dQUtKSQKKbo9sK7zAgs8zuNN+nB2GE6GWbyumgNxSc/cmnttKjikyev32HfliW4ef8lBvS0xs0Hr7B5xSxS7EDlZ2xcPgNvvP+bL0p+jO9jis7tVbHsyF0ylWyur4FfJ/YBI6eQKzrZ0vELTcSU9ZeI8zmitwm2Lx6KmVuuIDuvmEwv//73Eyyb2BMLnO1QVVWFG08/ISunEFVVaJFQeYtDzAyx5tojRKVnwVCtLdYO60lyEu/6h6ClMMfWCoM7G2DquZsoq2RNUxqrtcWUbmYYffIyWguSQiI46DAEaz3dkF1ajNbGf2WH3oO7YMkGTt70psXNc602AlTsE/B+HQbXS97k3zHhaTDqqoUhYywR6PdtkfR+vYyw8pcB7PW1W243i7w9unWAeRcdzF5y7pvGU4Ub2zc64dwVL/h+jGuVOvyXBOUmkKWGgJx4XLNdgVGa3fB3NCvFgsI9IwTXEjzIv6m8RRM5HYzU7IaP2ZxiRprWT4tyDP88eA6/CwthhKM9+RmYDTtPkrzDswc3kOlMb78gbD/M+v3A7yWnoBgVlVVQrBMdpNYz60QRa8jKLYRCnaiVgowksqojcKLCglg0yharjt2HRyDrgxGVnAkDLWVMGWDR5I5hTj5LB4U60T4FGQkwc3hPU1DOW73xshJsHWqg8hSTMnLIEhSdilt7ZmB4z844f/8DOw+RWqhrUZXI1NTEhEHmSGY0Lo8sp6jaLnWiOorSEsisE639HlYOdsDp6qghRWRaFtTlpTG7t1WTOobZlPxVVVCU5JZfSVICmXWioHWZaWOBOXaWmHnBBREZmeztFtoa5Hwvl89mb6OiYb8OcMC07mboe+gMmpvs0iKil5J4Hb3EJcEoqn+v6cjIQUtaDqf7jWZvq/kyiZ6+Cr1vn2rWnMPWagcqjzAskFMpKiLCKnaQU5QCM5MT8ZFTkEJMRMNzlPOyi1BRXomEaFZ6SA0JsQwYm/GfXqyL57sohIansNeFq4szqChZ7YibvJwkomJ4V3fn5hWRz7y8HLetqGNqzmHeRRvqanJ4cGMp15g/1o1EQHASlv12jb1NR0sR+7eNI5FCKk+wNerQlOSUUZ/dSlKNXBsFUSlklX5b8VTllypE5KVAQ0KR65yxBRlc46j8xa5yDY84/zCqfoIw3v+rY1hcUoo1W//i2nbigivOXnsAISEhFBY1PBJBfYjD4tNh1UkLrz+x8neo7y1q/cZL3lMPATGpsO6kTYpHaujWSZtsp6CmuimHtfbvGlJQU081X4pNCdEhLh1WRtp461dLB2Nt3Hz2iecxgVGpsDTWxrUnHB2sO+sgMJLzYOSXkyQsVP/2oKatKYY5GKOsvBLvgxrn/JZXViEkOR3dO2iRYpEanbp10MJVr++bEqqbL/Yj7FJeVYXglHTYtNfCi/Bq+QF0b6+Fy+/5yz+rhyXm21tj9iUXBKVyf/ncCwgluXG1oapr7waEwvVTMH4ElF6BWWmwVdfB04Qotl7U+vlQ/3rjo3Oz0N+F21FaZWEPKWERbPF5gdTCvGaXtzXaobioDMVF3G1omIx8mFq3JxE9CmoK2NBEAw9vvm/wdSoqKhERkgzNdpxuBBQaOorISP12h724uAzJxWVc27KYBTDvqoOoGJbTICEugk4Garj7iPfsTkVFFSKi0mBhqsNu20J9LM1NdeD6gHVvXbn1Dg+fclp+UZw7NhN//fMSnu85+ZfttBVxYPt4PHkRhFMX3FulDk1NxZdKhOcnw1KxA94yQtg5gpYKHXArweubziGANtCTVoUXI5x9ztC8JGhLsgoSa9CWUEZayY8tMqP5P3MM+VFaVk4WdRUlrFowESu2HG7QeS4988fvMx0RGpeBoNg0TOxnBnERYdzzZD3kqX2M7AIcdWX9JiHlEP6zaiypZqYiggOsDGDUTgXbLj4n+wtLyuAbnoilY+xJMUYqMw8W+poYYmOEAzfecEUlqXxFreoK3g6aSigqKUNaVh7yir6vn+HVx37YNHcgqQymeheOdzSHmKgwHrxl6bB53kCiw7EbrHD/9af+OLHOGRMHWcDzUwz6dzdEJ10V7DjzjOwXExXCjOHd4O4fg8ycAjKVPKafKZTlpfDiPSvaRkFto5zJotIydOusg8XjHfDXDQ8UfKf8vDjv7o/tzo4ITspAYFIaptiZQVxYGK6+LJ2ofVQfwoNunuyCFb3q3nOUY95WRgqGasooKitDQharsu91aAzm9rFGak4+mUrupK5Mqp9rztmUnPPxx86RjghKyUBAchqJJlHyu1Q7D9Q+Kndt/wuW/LNtLbGklw1WuTxGck4eiWpRFJWVo6i8HDnFJWSpDfW2nllQSKpnfxSngnyxz34wAjLT8JmRipnGlpAQEsbNCFZhyX6HwUgrLMBuv7coraxERA4n2kaRV8bSoe725uJnsYPrZW9MmNMTKQlZSEvOxtRFfZHFyIdXrb6EO05Oh9fLENy//p7drkZdW4GriKW9gSryc4vZPQpvnfPEb7vHItA/Hp8/xMKyRwd0dzDAmtlnGyXvzbu+mDreBkkp2UhLy8HMKfbE0fLwjmSPoSJ67t4RcH3AcrRuuPritxWDERaZhrCIVIwZYQlxMWE8fsa6t6ioG69ijXRGHtLSc9nTxwe2j8MH/zjcuOPLzu2rrKxCbl5xq9CBQkNNDuLiIkR+URFhUsVMEZeQSRzQhnA1zoP0JQzLS0JwbiLGa9tBTFAED1JYPR43dXYGoyQXx6NY+cAz2/clU8lJRVmQEhLDpHYOUBWTx71kTou1y3FvsbXLBHzKjoU/MwbdlfRhq2xIWte0eOiA4c/nGNYgJyuFscP6NNgxfOYbQXoWzh9hQ5y1iEQGFh9yZReYqCpIc/WaoiqO1596jAUje5Ap44SMHKz86x6iUzjViev+foRfnOzw5+xBkJEUI87esTueuFWrwfXonl0wb7gNe/30Gmfyd8vZJ6R1zvfw/F0E5KQlMHd0D1IQEpHAwLI9LuxIHtWkunakLDAyFRuPP8L8MbZYMNaWNLhec/AeYpJYOlD5mzpqChi8xBhy0mKk4CQ0Jg3z/rxOcgtrMNZTxVwnG/Lgi0/NJm1yHnvyb43xPbgFRJCehb8MsCEFJ2EpDMw748ouSFGT47aLsowUbi+bzF6n+hNSy/voRMz4+xbZRvUvXOLYAxtH9oGClARxLG++C8TxFz5oah4HR5BeeYt72UBZSgKhaQzMuezKLoRQl+WWf4JlF4gICeGwM3dPzqOvvXH0TdPL11AexIZBUUwcK8ztSIPrEGYGpj69SaqOKdQlZepFZf9LfhY73DznQRy9JRuHQ0paDMEfE7Bh4UWUV3cCoFDXkodsrSIHfWN17D41k70+b9Ug8vfZvY/Yt4nVYJxqZXPkz/sYN8sBC9YMRlJ8Jrauuo7gT42L+l+99R7iYiJYtXgApCTFEBiShNUbb5IZBba8anKkYKOGV+5hkJMVJ02lKYeIitSt3nSzXjHH1+hpa0Cmbgf0MSZLDanpuRg/82Sr0IFi9ZKBMOvCaZF0+sh08nfcjBOkaXdDeJEeQApGZuv1h6KoNCLzU7Dc/wy7BY2KmBzXZ1daWBxrjZzI2PzyYoTlJWPu++NkqriGNxnBpO3NVN1eWGE4nPQzXPf5MslHpPm5aIO2Fi3myU4VnHwNbU1VbF4xE1oWI/mO+ZLuC4s5B9Ca8ftnObpN2Y/WzLuLK2D8a+u2Q/Cu5TD8vfXqELZ5OXTO7EZrJn7mmlZtgxo7DDTdhNaK26c/0HNI676P3jxc81PoYPN0LVozPlNYs20/GgcLVjDmR/HW7wZaMy0qYkj9ygn1Rk/lt/Hja93jaWhoaGhoaGhq8zO0kPm/dQzTM7Oxbvtx0raGF8YGunC70rqjBzQ0NDQ0NDQ0LZUW1eA6MCQKXTp14Lv/36KJNDQ0NDQ0NDRcUDONP3Jp5bSoiOGx8y6QEBfjuz82IRVj5qz/oTLR0NDQ0NDQ0Py/0KIcw/cfQ/61z2Ht306moaGhoaGhofkadI5hK65KbgqoqmQaGhoaGhqalkUbFcv/5Lq9TMf+0Ou9/nQTrZkWFTFsKuh2NS2jXY3JqtZth8C9y2HwR+vVIXzTcrQ727pbdMTNWAPDLa3XBhRhW5ZjoEnrTYFxC9yGXgN3oTXz2u1XOIzYg9bM27ur4fBi9X8tRuvkpwp//Z8Vn9DQ0NDQ0NDQ0Px3/JQRQxoaGhoaGhoaijY/QaXwj4SOGNLQ0NDQ0NDQ0BBox5CGhoaGhoaGhoZATyXT0NDQ0NDQ/LxU/dcCtC7+7xzDsb0IeScJAACeeklEQVS6YqqjBRRlJRGZyMDuq68QHJfOd3w/i45YMKIH1JRkkJieg8O33eEZFMfeLy4qjMVOduhlpgdZSXGkZObi2stPuP0mgD1m3eS+6NZJG0pyUiguLcPn6FQcue2OuLTsBukwpl9XTBpsydZh34VXCIlJ4zu+j3VHzBtty9bhr+vu8Pocy3Psr9P7wqlvVxy49ArXnnxkb9+zfAT0tZUhLyOB/KISfAhKwNHr7sjMKURTML5HV0zvZQElaUmEpzKww/UVghJ520VPRRGLHG1gpNkWGgqy2HX3NS65c2SlcFs3k+yryzXPT9jm+gpNzUTLrpjVwwLKUpIIS2dg6+NXCEzhLf9Ys84Y2dUIHZUVyXpwagb2v/TgO/73wX0x3rILtj95jfPvuPVsbqYYmmFeZ2soi0siNDsDm32e43Mm/3uthmG6hjjSaziexkdi7ktX/CgmWnXFLFsLKFF2SGPgT8oOyXzsYN4ZIyg7tOXY4cALD67xv/TqjsGdDaAqI43yykoy5uALTwQk//v/QWOYsqgvBo22gqS0GEI+xePI1ntIScjiO76zRTuMmW6PjkbqUGwrg9+XXoL3y1CuMWLiIpi53BE2fTpBRlYCacnZuHvZG49uvm8WHWZMscPQQV0hJSmKoJBk7D/yFMkpX3/mjRxmhvFjukFBXhJRMRk4fOw5wiJSucYYdVLH7GkO6GSohqrKL2Tc6vU3UFZW0Sh5Z060xbD+XYi8gWEp2H/8KZJSc756zKjBZhg/0orIGx2XgUN/v0BoJOvekJYSw8wJtrAyawcVJWnk5BXD/V0kTl/2QGFRGdd5BvYxxrgRVtBUl0dRUSlee0XgwMnnjdJnlGYPjNfuCQURaUQXpOJQxB2E5iXyHDtQzRLrjMZxbSutLEf/1+vY6+KCIpinNxh2ysaQFZZEagkTtxI9cC/Zp1Fy0rQ8WpxjKCYqgpEDHWBtZoS2Sgqo+lKFhKQ0uL3ygcd7jrPVEPpb6mOFswO2X3qBoNg0TOxnjqPLnOC08Ryy84vrje+ip4ZtcwbjqIsH3ANiMaibAfYtGo5JWy8jOoX1kF7h3BNWhlrYeMoNKVl56G6kg7WT+oCRU4C3n2PImND4DDx+F4Y0Zj5kJcUwd1h3/LXMCcN+O4Oq70yK7ddNH0sn9sSusy8QHJ2K8QPNcWiNE5zXnEV2Xn0dTDqqYevCITh+wwMen2LgaGOI3cuGY+rGS4hJ4v6i6WnRAZ07qCGDWVDvPH6hiTh/7z0ycwqgrCCFJRN6YseSYZjzxzU0Fseu+lg93AFbb79AQEIaptib4+QcJwzbfQ7Mgvo6iYkIIYmZi6cBEVgzvBfPc044dBUCApyfT+yoqoR/5o3Gk4BINDWDjPTx2wAHbH74Ap+T0zCtmzlOT3LCwL/OgVlUX/5u7TTxMCgM/ompKKuowGxbK5yZ7IQhxy8gI5/b0e5noIeumqpIz6tvk+ZmqK4hNlj3xgavp/jISMVMY0tcGOCMPi6nkFVSxPc4TSkZrLPqjXdpvL+EmotBxvpY6+iALQ+q7dDdHKcmO2HQ0XNgFta3g3W1HT4mpqK0ogJzbK1weooThv7FsUNcVja2PnqFxOxciAkJYZqNGRkz4PBZZPOwbVMwdqY9Rky0wd4Nt5GezMTUX/pj28npmDviEMr5OD+U0xcbkYqnrn7YdGgSzzFz1wyGqXV77Fl7E+kp2TDv0RG/rB8GJiMPPq/DmlSHCWO7YfQIC+zY+xCp6bmYOdUee7Y5Y/rcUygrr+R5TG8HQyyc04c4kKHhKRgz0pIcM2X2P8jJLWI7hbv/dMaV6944fPw5KiuroKfblvxcamOY6GSN0UPMsePQY6Sk52L2JFvs3TIWU385w1fePnYGWDSzF/Ydf4aQiFSMHWZBjpm08DSRV0lBiizHzr5GXGIWVJVlsHJBf7Jt06577PM4D7fEuJGWOH7uDTmPmKgw1FRkGqVPn7ZdsajjMOwLu42QvASM1bLHXtPZmOS9GznlvF/mCyqKMdmb09LnS50eL9T5zOU74M/gq0gryYaVgj6WG4xCVmkePDO//uMU/zV08UkrzjFsp6WGN67H8NuSqbDvZopePczIzw52Ne6IK8f+wIndv0JQsOEiT+5vDlf3INz3CkFsKhPbLz1HSVkFRth25jl+Ql8zeAfH4eJTP8SlMXH8rjfCEjLg3MeUy3l84BUCv4gkpGblwdU9EJFJDBjrqrLHUNs+RiaT/dTxx+54QVVRBupK3//hnzDIAndfB+GBezBiU5jYefY5SkorMMyBtw7jBpjDJyAOlx75Ii6FiZO3vRAel4Gx/Tg6UCjLS2HV1N7YdPwxKirrPwivufkjKDoVaVn5CIxMxYX779FZT61R9qhhak9z3H4XhDsfQhCTzsQft5+juLwCo6x46xScmI79D9zh9imCOFa8yC4sRlZ+EXtx6KSLhMwc+EYnoamZYWOOG/5BcPkcguhMJjY/fI6S8gqMNuMt/ypXN1zxDSCRxZisbGy4/wwCbdrARleba1xbaUlsHNSbjC+v4v3l1JzMNrbEtYgA3IwKQlRuFtZ7PUFxRTmcO5rwPYbS46DDUBz46IHE/K9HW5qa6TbmuEnZ4VMIohlMbH7wdTusdnHD1Q8BJLIYm5mNDfeq7dCeY4cHgeHwjklAUnYuohhZ2PnkLaTFRGGgotRseoyabIurf7+Gz6tQxEakY8+6m1BUlkaPPp34HuPrEYHzR57D6yX/L2ijrtp4fu8jAnxjkZ6Sg8e3PiAmIg0GJppNrsOYUZa4eNUbnj5RiIllYMeeB1BSlIJdD32+x4x1ssJDt89wexaI+IQs7D/yBCWl5RjsyLnffpnbFy53/XDlxjvExWciMYmJ1+5hKOfjvH0rlFN38SYVfIhCTDwD2w4+gqKCFOy6d+R7jPMISzx4GoDHL4IQn5iFfcefEnmH9GPdb7EJmdi46y68PkQjJS0H/oEJ+OeSO3pY6UGw+qWVik7OnmxHrvf8bSgZR13f8310o/Rx1nbAg+R3eJzqi/jCDOwLc0FJZTmGqFvzPYb6rmWW5bOX7DLul9HOsu3gluqHTzkxxDG8n/KORCI7yWg1SlaalkeLcgy3/joXrzz90bXvVFgNmokdhy+QqM+wqavR02kBTI07Ytkc7nD3tyIkKABDHRW8D03g+iBQ6yZ6ajyP6dJeDe9COOMpvIPjyfYaAqJT4WDaHspykmTd0kAT2iry8AmO53lOKto13NYYSYxcEkH8bh3aqeB9rXNTOnwIjodJB946UNup/bXxCYyDSUd19nqbNsCW+QNx6aEvYpP5T1fVICMpBscenRAYmULe2BsDpZORhgp8Irjt4hOZgK46vHVqyDWGWnSC6/um/zlFYQEBGKupwCu2lvwAWTfT/Db5xYWFICQgiNziEvY26mtjz8iBOO3lRxySHw2lV2dFVXimxHHp5ZkaD/O2nHunLku79iDRxBuRgfiRCAsKwFhdBV4x3PcR5dSZNsIOda8xzsIEeSUlxKlvDlQ15aGgLI2PPhzHoKigFGGBSejUlfvF4XsJ+ZyA7r0MyVQzRRcrXWjoKMHPKwpNiZqqLHGq/D5y7h1q6jQkLIVE/HghJCQAg46q8PvI/WyjzmHUSYOsy8lKkOOzcwpxdP9kuFz9BQd3T4CJsUbj5FVhyev7OZ5L3tCIVHQ24C+vvp4q1zFE3s/xMOZzDIWkpCiKispQWcWKYFmZtkObNm2grCiNi0dn4tbp+diyehjaKkk3WB+hNoLQl9aALzOSK/rnlx0JY1kdvsdRU8U3eqzDLdv12N5lOtpJqnDtD8qNg62yEZREWfePmbwetCSU8IEZgRbPlx+8tHJa1FSyjUVn9B+3hL3+96W7WL1oEuRlpRGbkIrNe/7B76vnYN+Jq999bjkpceIgZOVxT4FR6+1U5XkeQ+XwMfO5xzPzCqEoK8Fep3IUN0zpB7c9c1FRUUmmhv+8+JxECGsztlcXLBltDwkxEcSlMrHowG1UfKdTJSfN0oGZW1emIuioK/DWQU6y/vjcIi4dpg61Ig7e9adfz19bNM4eY/ubkrxKyilcsf8OGou8ZLVdCurYJb8Ium152+V76du5A4ny3PVt+ukOeQlxCAkIIKuwjvyFRWiv9G3yr+prj4z8Ai6nhprWrKj6ggvvf2xOYQ3yohJEr8xibr0YxYXQk+V9r1m21YCzfhcMvnsOPxq2HercR5mFRdD9Rjus7F/fDhS99HWxb8xgiAsLg5FfiJkXXJBTxNt5bCzyiiyHICeLO1pDrcsrSTXq3Me338eSzSNx+cWvqChnPasObXFFkB/HgWsKFORZcjLr5B9n5xSRXDxeyMpIkNkHXsdoa7FyQNXV5Mjf6ZPtcPyfV4iKSYdj387Yt2M8Zsw/86/5i/xQrJaJcjhrQ8nCX17Wc4uSj/uYImhr8v58yEqLY5qzDe49/czepq4qS6LUk8d0w+FTL1FYWIrZk+2x7/exmLH0HCoqvv/Fm8r/o15w6kb8mGUF0JZoy/OYxEIGdoXeJBFASSExkpt4zHIRpvnsA6M0l4w5FH4HqzuNgYvdRlRUVaIKX7An9BY+5/DOV6dpvbQoxzA3vxBSEhyHRVxcFEKCgigrZ00XhkTEoe03PuR/FOP7mKJze1UsO3KXTBWb62vg14lUjmEhV3SSyjH0CUmAkqwkpgywwM55QzBz53WUVfz4KcLaGLZrS6abqZzDf+PSww+49yaQFLHMHmmDLfMGYsW+xjuHzc0oa2N4hMeBkdc0hTJNCeUAUsUNU8/fRFn1FL6xWltM7WYGp78vo7UgKSSCAw5D8JunG7JLmyf3rjmZY1dth3M3630m38UmYtSJS8T5HGtugoNjh8D51FWeeYvfS+8hXbFk0wj2+qZFF9BcDJ9og05dtLD5l4vISM1GZwtdLFo/HExGPleE8nvp19sIK5c4stfXbrqF5oCKrFHcf/SJTDdTREW/hLmZDplu/ufs2286T/+enbBywQD2+q9bb6O5kRAXwa5NTiTX8OxVLy6dhIUFcfifl/jwieWg/773Pu6cWwgzE218qBV1bU6C8+LJUjs6eLH7agzX6I7TMU/IttFadjCS0cbaz2eQVpIDUzldLDcYiczSPBKNbNHQOYat1zF86/MJm1fNwto/j6G0rBzrlkxFcHgsCquTvDXUlJHFZL29fC85BcUkQqcow3E8Kaj1zDpRxBqycguhIM09XkFGElnVEThRYUEsGmWLVcfuwyOQ9dYUlZwJAy1l4vzVdgwLisvIkpiRg8CYVLw+tBC9zTvgyfvwb9chn6WDgmxdmSTqvWmzdaDeeuuOl5Vg62BqoEEqje8enMPeT70JL5nYE+MczTFqxWn29tyCErIkpuUgLpmJ+4fnkmKVoCjuqsHvgcoFJHaRqmMXaYl60d2GoCYvje4dtbH8/H00B1QBQkVVFRQl68gvKYHMOtGrusy0scBcW0vMuOiC8IxM9nZLbQ1y/Ktls9nbqGjYr/0diMPY9/AZNDfZpUVELyVxbr2o6mQqalgXHRk5aEnL4VS/0extVCSEImraKlKwktCMOYdsO9S5j5S+xQ49LDDHzpJEAiPSOXaogcp3TWDmkuUzVQi3eDrGmHXG3x4fGi03lUcYFsAp0hERYT2S5RSlwMzkpJpQ6zFhDf+ciYgKYfrS/ti69Areu7OeOVT+op6BGkZPs2uUY0jlEYaGpbDXhat1UKBmK5ice0VeToJUEPMiN6+IzFpQx9SGOoaZzTpHVnVRXHwCt42ofMS2yt+er03lEYaEc/4vKceMdS1JZFVfq0b+qFh+8rKeW5R8tVGoJW8N4uLC2LtlDIqKy7Fhxx2u9Jua68UlZnKdOze/GCoNyEEnx5cXkoievAh3hFlBRIrkDn4LlV+qEJmfDA1xVrRWREAIc/QGYn3AefhksQqVYgpS0UFKHeN1erZ8x5Cm9TqGfx44i7MHN+C1y1+kyiwlPROzlm9n71eUl8Hx8y4NOjf1IQ6LT4dVJy28/sR6CFLfW9T6jZec0H5tAmJSYd1JG1dfcKbzqLYz1HYKKpopLCRYr7KYyh+p+VLkBfWWSO0VERL8fh3i0mFlpI23frV0MNbGzWefeB4TGJUKS2NtrtYz1p11yFQwxSPPULwP5p46O7R6NB57huDB22D+OlQnT3+vDrx0CklOR7eOWngZzNGpewctXPXkbZfvYaSVMalsfhvaPNMd5VVVCE5Nh42uFl6EV8tPpUXoauHSB/7yz+5hifl21ph12QVBqdztVO4GhNabzqSqnO8GhsLlE3+bNLVeQVlp6KGmg6cJUWy9qPULof71xkfnZmGAK7fDusrcHpLCIvj93QukFuY1r7yVVQhOqbZDWK37qL0WLr/nb4dZtpaYb2+N2ZdcEMSnXVBdqM92Y+/7GoqLylBcxOTaRkXwTLu1R0y18yIhKQpDE008vP6uwdcREhKEsLBQvWdVVVUV+7PcUIqLy5BczN1+hXLizE112I6ghIQIjAzVce8h7+cUNWUaHplGjvHwjmTbz8K0HVzv+5H1tPRcMDLzoaXJclZq0NJQwDvfmO+QtxzJxTn15LXoos12BKkIXyd9Ndxx4y9vRHQaLLrowONd9eejDWDeRQeujzifD+o8VKVyeXkFfvvTpV6Fc2BoMlsHRnX6ANXmhpp2Tmc07DNT8aUSEfnJsFDoAI9M1vOC+sahKopdkzjRyq8hgDZoL6XGdgKpvEVhAaF6lcrUdDI1tqXThg4Ytl7HMCs7F8OnrYauthpEhIURFZfE9Xb18Pm33dT8uPTMH7/PdERoXEZ1uxoziIsI454n68ND7WNkF+CoqydZpxzCf1aNJdXMVERwgJUBjNqpYNtFVn+pwpIy+IYnYukYe5SWVSCVmQcLfU0MsTHCgRtvyBgNJVkMsNInRStU1LKtvBSmD7Qi1ZI1Ucbv4epjP2yaOxChsemkd+F4R3PS3qDGids8byDR4dgND7J+/ak/TqxzxsRBFvD8FIP+3Q3RSVcFO848I/vzCkrIUhuqKpmZW4iE6j6Lxnqq6KSris8RycgvLIGGihzmje5BeiJSjmdjufDGH9vGOyI4KQOBpF0Nyy53PrB0ovZl5Bbg0GNPdkST6mVIISwoiLayUjBQV0ZRaRkSszgRZepBTTmG93xD2MnezcFZb3/sGumIoJQMBKRQ7WrMSD5ajRO3a4Qj0vMLsP8lS/45PSyxpJcNVro8RnJOHolqURSVlaOovBw5xSVkqQ1VlZxZUIjYrIblUTWEU8G+2Gc3GIFZafjESMUsY0tICAnjZnVhyT77wUgvKsBuv7coraxERA53JCevjKVD3e3NxTlvf+wcVW0H0q6m2g4fWXag9mXkFWD/C5YdZttaYklvG6y6XW0HqVp2KCsnxSjzHbrhZXg0yS2kppInWneFiowU3IKbL0LieskTE+b1Jn0LqV6DU3/phyxGPrxq9SXc8c9MUoF8/6oPu12NujbHYVLVkEd7AzXk5xaBkZaLosJSBHyIwewVA1FWUo701Bx0sWyHvsPM8PeeR02uwy1XX0yZ0ANJKdlITcvBrKn2yMwqgIcXp1Bh345x8PCKhOt9liN10+UDfls1hDiIoeGppLJZTEwYj59yCpmu33qP6VPsEB2TgajodDj2N4G2lgI2b2tcSsvN+36Y6myDpNRs0l5n1kQ74ix6+HDsfOAPZ7j7RMLlEesl+8ZdX/y2dDDCo9IQGkm1q7GEuJgwHj0PYjuFVK4g9Xz+88BDSEqIkoUiJ68IVVVfyP8Pdc4ls/tg77GnpOhl7hR7JCQzSRVzQ7mR8Ba/GY1DeF4S6V04VtueFJc8SmVFudcZjUdmaS7+jn5M1qfp9kNIbgKSijIhLSxOcgxVxeTxIIX1MlJUWYqP2dFY0GEo6W+YXpKNrvJ6cFS1wNHI5pmNofnvaFGOYQ1UoQkv1FWUsGrBRKzYcrhB533mGwF5aXHMH2FDppAjEhlYfMiVXWCiqiDN1Q+Lqjhef+oxFozsQaaMEzJysPKve+wehhTr/n6EX5zs8OfsQaRaNy0rD8fueOJWdYPr0vIKmHbUwIR+ZpCRECPTox8jk0h+Ia/eif/G83cRkJOWwNzRPUgBSUQCA8v2uJACFAoVRWmuqADVWmbj8UeYP8YWC8baEmduzcF79XoYfg2qHU5vqw6Y62RDHnLUFLt3QBzOHn2I8ibIkXzyOQIKUuKkabWStATCUhiYf8qVXUhATQfXtktbGSncWjGZvT6jlyVZPkQnYuZxTn4TNYWsLi/TLNXItXkcEgEFSXHi7ClLSSA0nYHZV1zZBSlqstw2oZpViwgJ4YjzMK7zHHnjjaNvWk6z2AexYVAQE8dyMztWg2tmBqY9vYnM6h6GGpIyje4f15Q8DmbZYXHvajukMTDnEscO6rLc99EEK5YdDo/jtsPR1944+toHlV++kMKVw12HQV5CjDjrVPPrSWduNGul+M0z7sTRowpFpKTFEPwxHhvmn+PqYaiupQDZWtOY+sYa2H2Wk3owb80Q8vfZXX/s28DKodux+jpmLBuANTudIS0rjozUHJw/8gwPbzR9g+urN98Rp27VEkdISYkhMDgJazbc4IqYaajLQ1ZWnL3+6m0YqTymGmPXNLimjqld4HHrji9ERASxaF4fSEuLITqGgVXrriPlXxpR/xtXXN6z5F3oyGpwHZqMVb/f4pJXXVWOFJ3U8NIjHHIyEqQxNpE3NoMck12dpqOvp8KuUL52kpOqQ+E85yTSMlgRQapVzeJZvbFr42jiLH4OTsTq3281quPDy4zPkBORxMz2jlAQlUZUfgpWfTrFLkhREZPj+ixIC4ljteEYMja/vBgR+UlY6HuUtLqp4fegy5irNwgbjSdCRliCtKz5J9oNd5O9GywnTcukDdpatJwn+79gpN8OT64ehJbFSL5jvqT7wmLOAbRm/P5Zjm5T9qM18+7iCpisat12CNy7HAZ/tF4dwjctR7uzu9GaiZuxBoZbWq8NKMK2LMdAk/VorbgFbkOvgbvQmnnt9iscRnCaN7dG3t5dDYcXq9GacZ/Y9L869S30NRj1Q6/3IvzH/drTTx8xHNCTf/NNCm1NTtNoGhoaGhoaGhqan9gxPHNgPQlv17Ql4EVLmrqioaGhoaGhadm0adzvMPzf0aIcw/TMbKzbfhxPXvOuvjM20IXbldY9rURDQ0NDQ0ND01JpUT+JFxgShS6dOvDd/2/RRBoaGhoaGhoaLqiZxh+5tHJaVMTw2HkXSIiLfbVaecyc1pvETUNDQ0NDQ0PTkmlRjuH7j1//LdviklL4+DVv6xEaGhoaGhqan4jWH8T7obSqdjXfAtWuhoaGhoaGhqZl0UbF8j+5bj89/i3umoPn0Y1ruP5f06Iihk3Fz9DH0Hpa6+5j+P78T9LHcGvr1SF843K0O9+6+8/FTfv1p+hjOMhgLVorj8N3om+fHWjNvHj5G+yc9qI14+GyCv1fL/+vxaD5P+CndAxpaGhoaGhoaCja/AQFIf+3Vck0NDQ0NDQ0NDT/HXTEkIaGhoaGhubnhY4Yfhd0xJCGhoaGhoaGhoZARwxpaGhoaGhofl7on8Rr/Y6haeeOsOhiiLaK8mQ9IysbfgFh+BQU2ehzj+3VFVMdLaAoK4nIRAZ2X32F4Lh0vuP7WXTEghE9oKYkg8T0HBy+7Q7PoDj2fnFRYSx2skMvMz3ISoojJTMX115+wu03AewxJ1eNgaWBFtd5b70JwI5LL9AUjOnbFZMHWbJ12nvpFUJi0viO72vVEfOcbNk6Hb3hDq+AWPb+TbMdMdTemOsY74A4LN3nguZifI+umN7LAkrSkghPZWCH6ysEJfK2i56KIhY52sBIsy00FGSx6+5rXHL/yDXGbd1Msq8u1zw/YZvrqyaXf6JlV8yysYCylCTC0hnY6vYKgSm85R9r1hkjuxiho7IiWQ9OzcD+Vx5c43cMHwCnrtw2cI+Kw+yrrmguphiYYV7nblAWl0QoMwOb3z/H58zUfz1uWLtOONJzOJ4mRGDuK458jtr6mGRgChMFVciLiWPwvbMIyc5AczLRqitm2VpAibJDGgN/Pn6FwGQ+djDvjBFdjdCxLccOB154cI3/pVd3DO5sAFUZaZRXVpIxB194IiCZ/+erOZiypD8GjrWCpIw4QvzjcHTLHaTEZ/Ed7zy3F2wHGEOzfVuUlZQj5GM8zux9jOTYzGaRb/p0ewweYgopKVEEBSXh0MEnSE7O/uoxI0aYw3lcNygoSCE6OgNHjjxFeBjnfpOXl8S8+X1gYdEO4uIiSEpi4vIlL7i7h5P9KiqymDLFFqZmOlBQkERWVgGePwvG5cueqKj4fk9g1nhbDOtvAmkJUQSGpWDv38+QlJrz1WOcBppiwkgrKMhJIjqOgQOnXiA0inNvDO/fBf3tO0G/fVtISohi4OQjKCgqZe9XVZbB9LE2MDfRhqKcBDKzC/HkTQgu3PZpkA5fY7i6LcZq94GCiDSiC1LwV6QLwvMT+I6XFBLDTN0hsFXqAmlhCWSUMHE86g7eM0ObVC6alkeLcgwV5WVxat9vsDLthOQ0BhhZrA+lsqIcNFRn48OnUMxeuQNZ2bkNOn9/S32scHbA9ksvEBSbhon9zHF0mROcNp5Ddn5xvfFd9NSwbc5gHHXxgHtALAZ1M8C+RcMxaetlRKewHsornHvCylALG0+5ISUrD92NdLB2Uh8wcgrw9nMM+1wubwNx4q4Xe72krAJNQT9rfSyb0BM7z79AcHQqxjua4/AqJ4z99SxPnUw6qGHrgiE4dtMDHp9i4GhjiD1Lh2PKpkuISeZ80VCO4tZTT9jrZeWVaC4cu+pj9XAHbL39AgEJaZhib46Tc5wwbPc5MAvq6yAmIoQkZi6eBkRgzfBePM854dBVCAhwfj6xo6oS/pk3Gk8CGv9yUZdBRvr4rb8DNj96gc/JaZjWzRynJzph4LFzYBbVl7+bjiYeBoXBPykVZRUVmN3DCmcmOWHIiQvIyC9kj3sbFYvf7j1lr5dVNp8NhrYzxAarPtjg8xQfGSmYaWSJC/2c0efOP8gqKeJ7nKakDNZZ9sa79MR6+ySEhOGbnoSHcWHY1WMQmptBxvpY6+iALQ+q7dDdHKcmO2HQ0XNgFta3g3U7lh0+JqaitKICc2ytcHqKE4b+xbFDXFY2tj56hcTsXIgJCWGajRkZM+DwWWTzsG1zMHZOTwyf0gP71t5EWhITU5cOwJ+nZ2Le4AMo5/McMbHWxf3LPogITISgoCCmr3DEttOzMG/IfpQWlzepfOPHd8coJ0vs2vkAaWk5mD7DATt3jcPMGf+gnM9zo1evTpi/oC8OHnRDWGgKnEZbYdeucZg+7W/k5LDut7W/DSOO5oYNt5CXW4w+fY2wcdNILFxwDlFR6dDWVkQbgTY4cMANKcnZaKerhJUrBkNMXBgnT7z8Lh0mjbLGmCFm2Hb4MVIzcjF7gh32bxyDyUvP8n329bE1wC8zemHvyecIiUiF81Bz7N80BhMWn0FOLksHUVEhvPsYS5b5UxzqnUNHU4HosOfEUySn5UBXWwm/LhgAcTFh/HX+DZqKnsqmmNdhJA5H3ERoXjycNHtiR5d5mPl+B3LKC+qNF2ojiF1dFpB9W4PPIbMsByqiCiio+DH3fFNDVyW34hzDHesWQFBQAD1HLUS3wbMxdMoqslD/prZRX/Tb181v8Pkn9zeHq3sQ7nuFIDaVie2XnhMHbYRtZ57jJ/Q1g3dwHC4+9UNcGhPH73ojLCEDzn1MuZzHB14h8ItIQmpWHlzdAxGZxICxrirXuUrKypGVV8ReCkvK0BRMHGiBO2+C8MA9GLEpTOw8x9JpmANvncYPMIdPYBwuPfZFXCoTJ128EBaXAed+HJ0oqAd6Vm4Re8mv9Zbb1EztaY7b74Jw50MIYtKZ+OP2cxSXV2CUFW8dghPTsf+BO9w+RRDHihfZhcXIyi9iLw6ddJGQmQPf6KQml39Gd3Pc+BgEl88hiM5kYvPD5ygpr8BoU97yr7rjhit+ASSyGJOVjQ0PnkGgTRvY6GpzjaMcwczCIvaSV9J8NphtZIVrkZ9xMyoQUblZWO/9BMWV5XDuYML3GErmgw7DcOCTBxLz60dWXGOCcTjAC54pnAh7czLdxhw3/YPg8ikE0QwmNj+otoMZbzusdnHD1Q8BJLIYm5mNDfeq7dCeY4cHgeHwjklAUnYuohhZ2PnkLaTFRGGgooQfxciptrh2/CV8XoQgLjwNe9dch2JbGfToZ8T3mI2zz+K5qx8SojIQG56K/WtvQkVDHh2NNZtcPsqpu3TJE15ekYiJYRAHUUlJGnZ2+nyPGTPWGo8efcYTt0DEx2fh4AE3lJZWYOCgLuwxxsYacHX1I1HE1NQcEi0sLCiFvj7r2frhQwz27H4IP99Yst/bKwo3br776nX5MXaoOS7c8oHHh2hEx2fiz8OPoKggBXvrDnyPGT/MEvefBeLRyyDEJWVhz8lnKCktx9A+nPvt5gN/XHJ9j+AI3pH3dx/jsOOoGz58jkdKei48P0Tj6l1f9OzWEU3JaK1eeJzqjSdp75FQlI5DETdRWlUGR7VuPMcPVOtGooSbg04jOC8W6SXZCMiNRkxhSpPKRdMyaVGOYa8eZli3/QSi45Pr7aO2bdj1N3r3MG/QuYUEBWCoo4L3oZzQOfUSQa2b6KnxPKZLezW8C+EOtXsHx5PtNQREp8LBtD2U5STJuqWBJrRV5OETHM913KBuhnixfz6ub5mCX0bZkqhXYyE6tVPBh1rXonSi1qnIIC+o7e/ryOYTFAeTDupc28wNNeF2ZD5u7pyOX6f1hawk/9+wbqwORhoq8IngtotPZAK66qg12TWGWnSC6/um/zlFYQEBGKupwCu2lvxUxDU2AWaa3ya/uLAQhAQEkVtcwrXdWkcTXivmwW3hNGwZ1AdyX/kd8cbq0FlRFZ4pte4jgDh05soafI9b2sWWRBNvRHHSJv4rhAUFYKyuAq8Y7vuIcupMG2mH2tcYZ2GCvJIS4tT/CFQ1FaDQVgYfvaLY24oKShH+ORGGZjrffB4Jada9k18dyWoq1NTkoKgoBX8/jvNfWFiK0NAUGBnxvneEhASIc+fvF8tlK+octY8JDk5G716dIC0thjZtgN69O0FYRBCfPn1l+lNSFPn5vO3HD3UVWSjJSxHnjK1DURlCIlPR2UCdvw56KvAN4H72+gYkwJjPMd+KlIQI8gq+T4evQUX/9KU14Z8dwd72BV/gnx0JIxne95CNojFC8uKwuOMY3OjxB/62WoMJ2v0gAM4sTKuCMs6PXFo5LWoquaysAlJSEnz3S0mKkzENQU5KnDgIVLSuNtR6O1VWLmNdqJw9Zj73eGZeIRRlOTJSOYobpvSD2565qKioRNWXL/jz4nN8jOQ4t27vwpHGzCPTyx01lbF4tB10VOWx+viDBunC1kmapROzzsOeWtdRU+CvU1798Qq1dPIOjMMrv0ikMPKg2VYWC8bY4eAqJ8z64yrRrymRl6y2S0Edu+QXQbctb7t8L307dyBRnru+X/8t7oYgLyEOIQEe8hcWob3St8m/qq89MvILuJwa9+g4PAuLQlJOLrTk5bCity3+mTAK485ea3obiEoQHTJLONPYFIySIujJsvLv6mLZVgPOHbtg8P2zaAnwswMVadX9Rjus7F/fDhS99HWxb8xgiAsLg5FfiJkXXJBT1HRf3F9DXlmK/M3O4p7uo9bllVj7/o02bdpg3rqhCPaLQ3xketPKp8B6Ic7O5r53qPWafXWRlZUgM0PZ2UX1jtHS5txvf/zuSqaO79xdTp6tJSXl2LzZBSkpvHMX1dXlMXKkBU6e/L5pZCo/kFy/znM0O6cICvJ8dKh59uZw602t62jwfvZ+Cxqqchg92Bx/nX+NpkJWWBKCbQSRXZbPtZ1a15Joy/MYVXFFmIp1xIt0P6wP+Bvq4kpYoj+GnOdSPCfFiObnpEU5hveeuuPQ1mXYvOcUPN5/RkF1XhDlENpZd8WWVbNxx63p8i6agvF9TNG5vSqWHblLppLN9TXw60Qqx7CQHZ2kppdriErOQmZuIU6sHANNZVkkMRqWL9mcPHvHSu6miE7KRGRiJu7snQWLTpr4EFI/l6ylM8raGB7hcWDkcT/EWwJzelhhsLEBpl64yZVD+CiY83YfkZGF8PRMvFg8k0QRfeL+WxtIConggN1Q/ObthuzS1plzVJc5dlakyGTquZsoq+DOKXsXm4hRJy4R53OsuQkOjh0C51NXeeYtNpbew0yx+PdR7PXN8841+pyLNo9Au46qWDXxeKPP1bevMZavGMheX/fbDTQXM2Y6QEpKDKtWXkFubjFs7fSxadNILFt6CbGx3BFbJSUpktf49k0YHj38/NXz9nfohNXz+rPX12xrvqK670FJQQr7No7GK+9w3H/O+c74L6AigzllBTgYfgNV+ILIgiQoicpirFYf2jH8P6BFOYZb9p4ib7fHd60hb2Nl5azooIiwECoqq3D1zjP8sf9Mg86dU1BMzqEowx2RpNYz60TQasjKLYSCNPd4BRlJknNHISosiEWjbLHq2H14BLKmRaKSM2GgpYwpAyy4pq1rExjDyjfRaivXKMcwJ5+lU+1oH5FRVoLIzlcnmfrj60Yda5PCyEV2XhE028o1uWNI5QISu9SJFCtKS9SL7jYENXlpdO+ojeXn76M5oAoQKqp4yC8pgcw60au6zOxugbm2lphxyQXhGV+vFqUih8zCIugoyDW5Y5hdWkR0UBLjjo4oi0mAUVz/PtKRloOWtBxO9RnN3kbl5lFETVlNClYSeOQcNif87KD0LXboYYE5dpYkEhiRXt8OVL5rAjOXLJ+T0uC2eDrGmHXG3x4fmlwPn5chCPvMsS81dUohryiFbAYn4kOtR9eq4OXHgo3DYd3LEKsnn0Rmel6j5aPyCKlp4nryyUuCyeTcK9R6dBTv6GRubhEqK6sgL89tK9Y5WJFRNXU5jBpliZkz/0F8HMsmMTEZMDHRJNXMBw9ynBNqKnvfvkkIDk7C/v2P/1UHj/dRpFikBhHhah2o52atyKe8nASiYnlX0efWPHuro401UOtZdaKI34KivCSO/OGMoPAU7D7OKThrCnLLC1H5pRLyItJc26n17DLe9wSzLA8VX6qIU1gDlZuoKCpDpqYrvjRfIVyz8BNM7/7f5hhSjuBv24/DpPckjJu3ESu3HCYL9W9q27rtx9nO4vdCfYjD4tNh1YnTNob6LqPWA6N5P2ADYlJh3Ym7IKBbJ22ynUJIUBDCQoL1pvYqq76wvyh5YaDFCt9TUcXGQHSKS4eVEUdG6rKWRtoIjOKtE7W99niik7EOAqP4JxW3lZeCrJQ4iXQ2NZQOIcnp6NaR2y7dO2jhc/y/f/H9GyOtjEll89tQTj5TU1JeVYXg1HTYtKslP5Wjo6uFj0n85Z9tY4mF9t0w+4orglL/fXpPRVoKchLiYBQUNosOQVlp6KGmw6VDD7V28GfwyPfNzcKAu6fJNHLN8jwxEt5p8eTfqYWNd0C+l/LKKgSnpJP/d677qL0WPn3FDrNsLbHAoRvmXHJFEJ/2QnWhPtsiQixnoqkpLixDakIWe6GKR5gZeTC14RRBSEiKwqCrFsI+cucK83IKe/Q3xtpp/yA9Kbtp5CsuI1O5NQvltFFtYszN23HkkxBBp07qCAmpf+9QUG1YIiLSYFbrGMpWZuY67GPERIXJ3y9V3M/WqqovpIq3dqRw//5JiIhMI4Uo3/L9X1xSTiqAa5bYxCxkZhfAsgvn/pcQF4FRRzXiqPHVITodFl24n73UejCfY74WKTy6dRzCo9Ox/ahbk/swlBMXkZ8EMzlOUU4btIGZfEeE5PG+h4JzY8n0MTWuBk3xtsgqzW19TiFN644Y1kBNIXv5Nn0o/dIzf/w+0xGhcRnV7WrMIC4ijHuewWQ/tY+RXYCjrp5k/eqLj/hn1VhSzUxFBAdYGcConQq2XXxO9lOVxb7hiVg6xh6lZRVIZebBQl8TQ2yMcOAGa8qbmi4eaG1Ijs8tLEFHTSWsdO4Jv/AkEl1sLFfc/LB5zkCExqYjOCaNtKuheitSVcoUW+YOREZ2AWlPQ3HtqT9O/uZMqpk9P8dgQDdDdNJVwfazz8h+6tjZI23wyjeSRBepHMNfxjkgKSMHPoFf/yJqKBfe+GPbeEcEJ2UgkLSrYdnlzgeWDtS+jNwCHHrMsgsVTaZ6GVIICwqirawUDNSVUVRahsSsXK4HNeUY3vMNIc56c3HWxx+7RjgiKDUDASlpmGZtRvLRXD6z5Kf2pecXYP9LlvxzelhiSU8brHR9jOScPBLVoigqK0dReTkkhIXxi0N3PAmLJNEuLXlZrO5nj3hmDtyjm8cGp0I+YJ/dEARmpeFTZipmdbIk7WaoKmUKal96UT52+79FaVUlInK47928MlbFdO3tsiJi0JCUQVsJVi5ce1lW7hUVhWTUyWdsCs55+2PnKEcEpWSQPoPTulfb4SPLDtS+jLwC7H/BssNsW0ss6W2DVber7SBVyw5l5aQYZb5DN7wMjya5hdRU8kTrrlCRkYJbcNO3PeLHnQueGL+gD5LjM5GexMSUpQOQlZEHr+ecnNkd52bD61kw7l/2Zk8f9xpqij8WXkBxYSk7H7EwvwRlpU3TKqsGl9sfMGlyDyQlM5GWmosZMxyQmZkPDw9OOsSevRPI+t07fmT91s33+HXtUESEpyEsLAWjR1tBTEwYT9xYhUwJCVmkbyE1bX3ixEvk5RXDzlYfFha6WL/+Jtsp3Ld/EtLTc3HyxAuSu1hD3ZzHf4OqHp42pjsSU7ORmk61q7FFFrMA7u85RT8Ht4zF23dRcHnM6pl67b4v1i8ehLCodIRGpsJ5mAV5fj58ySlyU5CTIFFEDTU5st5eRwlFxWVIz8xHfkEJcQqP/DEO6Yw8HD3/BnIy4uxjmdVte5qC24mvsabTRETkJyI8Px6jNHtCTEAET1Lfkf1rDCciszQXZ2IfkvX7KV4YrmGPhR1G4U6yOzTElTFBpx/uJL1Fq4RucN26HUMxURF06dQB2Xn5iIzhnjITFRHGsAF2uPWgYQ2Kn/lGQF5aHPNH2JAp5IhEBhYfcmUXmKgqSONLrdc1quJ4/anHWDCyB5kyTsjIwcq/7rF7GFKs+/sRfnGyw5+zB0FGUgxpWXk4dseTNLCmKK+oJFHHCZQTKiqMdGY+XvhH4fRD1geysTx/HwF5GQnMdepBimIiEhhYuteFXWCioiBN3rJrRww3nniE+aNtsXCMLWlwvfrQPXYPQ2psRy0lDLEzIo1eKUf5XXA8Tt72Iro0B08+R0BBSpw0rVaSlkBYCgPzT7myCwmo6eDadmkrI4VbKyaz12f0siTLh+hEzDx+i72dmkJWl5dplmrk2jwOiYCChDhx9pSlJBCaziCRQKoAhcgvI80VVR5v0QUiQkI4MnYY13mOvPHG0bc+qPxSBX0VJYzsakSKZqiCCM+YBBx67UWaLDcHD+LCoCAmgeWmduwG19Oe30BmdQ9DysGrbYNvob9WB+y1G8JeP9pzBPl78JMHDn5mOWdNyePgCChIimNx72o7pDFIJLDGDuqy3PfRBCuWHQ6P47bD0dfeOPqassMXUrhyuOswyEuIIae4hDS/nnTmBmld86O4+c8biImLYMkfTpCSESNFJFQ7mto9DNW0FCFTq1Bi6EQb8nf3pXlc56J6IVJtbJqSa9d8iFO3YsUgkhMYGJiI39be4OphqK4uB1lZjtPz+nUoZOUkMH2GPWvaOToDa3+9wS5IoaaaqfzF2XN6YdufY0lvQipCuWvXA7x/F03GUE6ipqYCWa7fWMwlU98+O75Lh8uu70mUcs38AZCSFEVgaDJWbr3N1cOQKgyp7bi99AyHnIwEcSIpBzAqloGVW29xFbGMdDTFzHE92OvHtk0gf7cdeYzHr4Jh1VUHWuryZLlzirsVm53TXjQVbxifICcihWm6AyEvIoPogmSsCzjJ7mHYVkyeVCrXwCjNwW8BJ7Cgw0j8rb6aOI2uSW9xPaFpfpSBpmXTBm0tWszke3ttdVw98Qc0VJXJA/z9x1As/G0P0hlMsl9JQQ4fn52DlsVIvuf4ku4LizkH0Jrx+2c5rKftR2vm/fkVMFnVuu0QuHc5DLa2Xh3CNy5Hu/O70JqJm/YrDLe0XhtQhG1ZjkEGa9FaeRy+87sdrZbGi5e/Namj9V/g4bIK/V8vR2vm+Tj3/+S6jmqDf+j1nqQ+QmumReUYrl82HWFRCejSZwrsRy5AQVEx7pzdRRxFGhoaGhoaGhqa/yPH0LKrIXYcPg9mTh7iElMxbckfeO3lD9czO6GtofJfi0dDQ0NDQ0PT2qAbXLdex1BMVBQVdXKoqCrlZ2/fw+X0DrTXaVxHeRoaGhoaGhoamlZSfBIVl4SuRh0RFcv9e7brd54kf88d2vgfSUZDQ0NDQ0PTKvkJonj/txHDxy+9MXKQA899lHN4x+0taYBNQ0NDQ0NDQ0PzkzuGR8/cwpRffue7n2pwrWnOanlBQ0NDQ0NDQ0PzE7eraQqodjU0NDQ0NDQ0LYs2Kpb/yXUd2zr+0Os9yWjdvyfdonIMmwqLua2775nf38thNaN19zH8cHYFOq9u3XYI2rMc+ttbrw4R65aj3YWdaM3ETV3bqntJ1vSTHNRhNVorj6P2oJ/DNrRmnr9dD9sxrbuPoeetVRjmzt3Im4amOfgpHUMaGhoaGhoaGgL9k3itN8eQhoaGhoaGhobmv4OOGNLQ0NDQ0ND8tLSh29V8F3TEkIaGhoaGhoaGpvVFDGWlJdG/pzVuPXjV4HOM7dUVUwdYQFFWEpFJDOy++grBcel8x/ez6IgFI3pATVEGiRk5OHzbHZ5Bcez94qLCWOxkh16mepCVFEdKZi6uvfyE228D2GM0lWWxbIwDTDuoQ1hIEN7B8eS6zPyihunQpysmD7Jk6ZDAwJ7LrxASm8Z3fF/LjpjvZAs1JRkkpufgyE13eAXEco1pp6aAxWPtYW6gCUFBAcSmZGHN0ftIZ+bXO9+h5aPQo4suVh2+izcfo9EUjO/RFTN6WkBJWhLhqQxsv/MKQYm87aKnoohfHG1gpNEWGgqy2Hn3NS55fOQa8+S3mWRfXa56fcI214bfP/yYZNEVs7pZQFlKEmHpDGx9+goBqbzldzbtjJEmRuiopEjWg9MysP+1B9d4qnCEF7tevMXpd35oDqYYmGOecTcoi0silJmBze+f4XNW6r8eN6xdJxxxGIGnCRGY+9qFbBNqI4BVZg7opdEe2lJyyC8vhUdqPHb5v0ZGcQGai4mWXTHLppYd3F4hMIW3HcaadcbILkboqFxth9QM7H/lwTV+x/ABcOpqzHWce1QcZl91RXMyZekADBzXDZIy4gjxi8PRTS5Iic/kO955fm/YDjCBZntllJVWIMQ/Dmd2P0JyLIPsl5IVJ+c0t9OHsro8cpkF8H4WjAsHnqCooKRZdJg20wGDh5lBSkoUwYFJOLT/MZKTsvmON+mqBefxNuhooAolJWlsWncTXh4RXGPsHAwwdIQ59PVVISMrgXkzTyE6iv/zm2L4KAvy9+WVZYiKZ+DA6RcIjeL/vOxto485422hqiyLpNRsHL/0Ft4fuZ+Xs8fZYlg/E0hLiCIgPAV7/36GpLQc9n5pKTGsmNUHthZ6qPryBa99InHo7EsUl5TXu56GqhzO7ZmKyqoqDJx2lGuflIQo5k60Q89uHcn6CYuN+CfmNvyyQ/Bv5LxMAPNJHCpzyyCqJQXlCZ0g3r7+M7GGyqJyZLpGocA/HVWF5RBSFIfyOANIdVEm+5mPYpDvn4Gy1EIIiAhATE8OymP0IaIqiRZPK40YyslI4c+189DfwRpVX6rw6LkXNu7+B0XFJXzHr1owET1tzKCuqgxmdh7cXvlg97FLyC8o+jkjhhpqyjjw+9IGH9/fUh8rxjrg7wc+mPTnZUQkZuLoUifIS4vzHN+lvRq2zR6MOx5BmLj1Ml5/jMK+hcOhp876IqFYMbYnehi3w8bTbhiz+TyuvPiINRN6w6Fre7JfTEQIfy1zwpcvXzB//y3M2n0dwkICOPDLCDSkV3d/a30sG98Tp+76YMqWS4hMZODIyq/o0EENf84fgrtvgzB58yW88Y/C3sXDoafB0UFDWRb/rBuHuFQm5u26gQkbL+D0PR+UlVfUO9+EAeZo6o/YwK76WDPMAcef+WDswcsIT8nEydlOUJDkrZO4sBCSsnJx8JEHGHmFPMeMP3wVPf84yV5m/32bbH/6ObKJpQcGd9LHb30dcNTDByPPXEZYRiZOj3eCggRv+a21NfEgOAxTL9/CuAvXkJqXjzMTnKAixXnA9jh0kmtZ++AJ+YJ5Gh6F5mBoO0NssOyDQ589MOTBWYRkZ+BCv3FQFJP46nGakrJYZ9Eb79ITubaLCwnDWEEFRwK8MPThOcx/7Qo9GQWc6j0azcUgI3381t8Bf731wah/LiMsPROnJ/K3QzcdTTwMCsPUi7cw/my1HSY5oa009xfd26hY2O4/yV5WuD5CczJ2bi8Mn2aHI5tcsGz0EZQUl+HPs7MhLML/Pd7EWg/3L3lh+dijWDftbwgJCWLbuTkQFRcm+xXbykChrSxO7XyABYP3Yf+a67BwMMDynWObRYdxE20warQVDu17jF/mnUNJSTl27p0AYRFBvseIiYkgJjodRw7wb/UhJiaMoIBE/HPi217uevXphPmL+pF/z1xzEVFxGdi/YQzkZHjf150N1LFl2VA8eBGEGasvwP1DFHasGQldLSX2mEkjrTFmsBn2/P0Mc9ZdRklpOfZvHAMRYY5um5cOga6mEpZtvYk1O1xhaqSJNfMG1Lse9RL++7Kh+BzK/WtfFEJCAji4aSzUlGWxYe89su1o1FVkleX+q97579PAuBEOxWF60N7UHaJa0kg+6IeKvFKe479UVCFpvx8qMouhPr8r2v1pB5WpRhCWF2OPKQrPhlxvLWiv6wbNFZZA5RdyTFVp/e8Jmqbh6PZVMNDTxvj5GzFt8VZ0s+iMPZt+4TteRVkBKsqK+GP/GfQZ8wuWbTqIXrbm2Ld5yXddt0U5hlKS4l9fJL7+JfVvTO5vDlePINz3CkFsKhPbLz9HSVkFRth25jl+Ql8zeAfH4eJTP8SlMXH8njfCEjLg3NuUPaaLnhoeeIfALyIJqVl5cHUPJJFI43aqZD8VJaSijVvOPUVUchZZNp99AiMdFVgZan+3DhMHWODO2yDc9whGbAoTOy6wdBhuz1uH8f3N4R0Yh0tuvsTxO+HqhbD4DIzty9Fh4WhbEkGkIokRCQwkM3Lx9lMMsvOLuc6lr6WMSY4W2Hq6aXs0TXUwx613QbjjG4KYDCb+cHmOkvIKjLLmrVNQUjr2PXTH488RKKvg/VDKLixGVn4Re+nZSRcJmTn4EFP/AdxYZlib48anILgEhCA6k4lNj5+jpKICY7ryln/VPTdc8Q9AaAYDMVnZWP/oGQTatIFNO879kFlYxLX066iHd/GJSMz59y+FhjC7kzWuRX7GzehAROVmYb2PG4ory+HcoQvfYyiZD9oPw4HPHkjM50RLKKgI4ZTn1/EwPgwxeUx8zEzBpvdP0UVJDeqSMs2iw4zu5rjxMQgun1l22PyQdR+NNuVjhztuuOIXQCKLlB02PKi2gy7357KsspLLFnklvL9cm4qR0+1x7a8X8HkejLjwVOxddQ2KKjLo0Z87clmbjTNP4bmLLxIi0xEblor9v16HioY8OnbWJPvjI9Ox7ZcLePcyFKkJWfjsE43z+93QrY8RBASb/mvAaaw1Ll/0IBG/2JgM7Np2D4qK0rC1M+B7zId30Th76g083cP5jnn+NAiXznvA3487gseP0c7d8OjBJ/LvuKQs4syVlpZjaB/e94TzYHO8+xSLK/c+ID6ZiX+ueSIiNh1jBnGel85DzHH+tg88PkQjOj4TW488gpK8FOytO5D9OhoKsDHTxc4TTxASmYaAsGQSpexnawglee6XjrkT7BCfnIWXXvV1HtrHBDJSYli7+w4Cw1PItqDcKMQVJv+r3tnP4iBjrwlZOw2Iqkuh7WQjtBERRJ4H6zx1yfVIJlFC9UWmEO8oD2ElcUgYKBCHsgbN5RaQtdWAqIYU2a4yszMqmCUoic/7V3lovp8OuproY2eBlb8fwcegCLz/FIINO09ihKM9cQB5ER6dgDmrduDZ2w+IT0qD54cA7Dp6kcy0Ui8hrdIxDHO/htC3V/kuLmd2NPjcQoICMNRWwfvQBK7oMrVu0l6N5zGU0/eu1ngKahqYiiTWEBCdSqKDynKsD7ylgSa0VeThExJP1oWFhMh1yioq2ceUlleS6A/lNH63Du1U8D44nluHkHiYdOCtg4meGj5Uy1KDT1AcTPRY16ailrZd2iMhLRuHVzrhyaH5OLthAnqa6XEdIyoihK3zBmP3pZfIymvYFDg/nYw0VOATyW0Xar2rjlqTXWOoeSe4fghCUyMsIABjNRV4xdWSH4BXbAJMNb5NfioCKiQgiJwS3tMDipIS6NlBFzc/Nb38NTp0VlSFZ2oclw7UurmyBt/jlnaxRVZJEW5EcdImvoa0iCi57/PKSprPDrH17WCm+X12yK0zTWOtowmvFfPgtnAatgzqAzlxThSlqVHVUoBCWxl89OJEtqmp3vDPCTA00/nm80hIs2TMz+H/WZWUFiPnrqps2l4eampyUFSUgr8v534qLCxFaGgyjDrzv5+aGiripq+vBn/fWK5ni29gAokM8sJYXx2+AdzPy3ef4sh2CvW2ssQJrD2msKgMIZGp6Fw9hjp3XkEJwqI5U9zUeOreN+rIuRfNO2uRaet9p17wlMXOUg9BESlYObsv7p9aQLaN1RoAAXx9qomK/pXE50PSiDMr1EagDSQ7KaA4hvsFroaCTwyItZdDxpVQRC9/jbhNnsh6GIMvVfznh6qKWC/lgpKsqHSLhtLjRy5NgGUXQ+TkFSAghDNL5P7uE6qqvsCss/43n0dGShIFBUWo/I7PeYvKMSwoLMbh0zfgH8idV1JDe2117NqwsEHnlpMSJw5CXaeGiia1U5PneYyijCSYdcYz8wqhKMuJXO6+9gobJveD2+65qKisJEb78+JzfIxkvdUFxqSipKwcS5zs8NcdT7KNykmkZFGS/b7cDDlplg71ZMotQjtV3m8QVB5iFo/xNTooSEtAUlwE04ZY47iLJ47ecIeNSTvs/mU4Fuy+Cf9wVoRtxYReCIhOwdsmyimsQV6y2i518h+odd22vO3yvfQ17gBpMVESkWxq5CXEISQgQCJJtaHW2yt+m/yretsjo6CAy6mpzSgTIxSWlTfbNLK8qARLh2LuaXlGcSH0ZDhfLrWxbKtJoomDH5z9pmuICghirXlv3IsNQUF5GZrLDvXuI8oOSt9oh772yMgvgFcMxw7u0XF4FhaFpJxcaMnLYUVvW/wzYRTGnb1GvuibXA8lVoQmO5M7tzc7swDyypzozdegfk9+3vrhCPaNJZFCXsjIS2DCon54fO0dmhp5RdZzLTub+37KYRZCQUEKPwpZWQkICgnUk4OZUwhtDT7PSzlJMHN4PC+rX/wVqiN+XxtD/c3J5d5fWfUF+QUlUKgeQ0UC1y8ahD8OP0JRMe/Pg7qKLMw7a+OpeyhWbXfBmd1TMFKjDwTbCOJawmO+elcWlBHnRFBGhGu7oIwoytJ4p96UZxahOKwE0t3VoLHUHOUZRUi/HEqmixWHcwcJKCiHkXE9DGId5CCq8W33Jc33oawkj/+1dxZQUW1dHP9Ld5cgISCIikEpYHd3d8ezUZ/ts/XZHc8ubLG7ETAx6O7ubvzWOQMDg4OB1Pid31p3zdx7z5w5e86NfXdNQiKvIk+Uu+TUNKj95DVNSUEO86YMw9lrv+blq1WKoZs3R+l4/YG/ZSQ1LZ1e9GoTwzs0RxN9Dczbd4O6ks2MtLB4ZEfEpWRQa2RyehYWH76NpaM6YXjHFvRm8uCdD7xCYr77NFZdkCdJAkkiOf/Qlb73DYtDU0NNDGzflCqGbZvrw8JEm8YoCiIDrRrjlU9wufGINclUa0v0amSMMWcvU5clPwY3a4xbHl7l7q9upEXEsNO2N5a63EdSDm+4AT9IIsq+dv2pnWPFm9r5V1FTbCzRs7Exxp7mnYe7HiUPqb6xCfCJiceT2ROpFfF1MG9cZUXo0LcFZq8ribv8Z8rx3+5z5uoB0DPSwMLhB/jul5IRx5ojkxDqH4Ozex7+9vd17NIY8xf05K4vX3zxt/v801kyoysevfLiG1tYDLnXJaVkYsvhh9TgQLgU9gAD63X6rmJYIb4SxVGMxhWSe4KEnhzyk7Np8go/xTD2nBdyItKhvdgKAkEtSj5ZNmccZk0c/N02bftzLMS/Awm/O713FXwDw7D9kL3gKoYO915AUly83P2x8cnYcfh8hfomClp+QSGUywQdK8tKIb7M010xCakZUCrTXklOGglF7cVFhTFzgC0WHryFV24cd4V/RDyM66liTBdzrtv6tWco+i0/AQUZCeQXfEV6Vg4ebJ2K8PhfixdLTuPI8M2Y5KXoWPnKkJLxjcy0fZEMtM/8ApqFXBoSg9m8Acc1YmGig3qqCni6fyZPm39n9cEn3whM//cyKgqJBaTzIlNmXmSkEF/BrO3S1FWQRasGOph3+haqgqTMLOQXFkJFmnf8ZD2ujBWxLBNbmmOqtQXG21+DTxz/jFMLbS3oKythnsMdVBVJOZkcGSR5LdgkOzku+9vjSldWAdqyCjjaseTiRmLzCP6j/0bH6/8hND2ZqxTub9efJqmMeGRfJdbC0vPwzXEkLYX4H2TjTWxljqm2Fphw9hp8YsvP/CUQy2FiRiZ0lRQqRTF8/cQT3p9LLJTFCSbEcpgUV2I1VFSRQYAn//iw0sz4pz+sOppg0YgDiI/+9voiKS2OdccnIysjB+tmnEJB/u+7kV1e+cHb82iJDEVJGIqK0khMKMlAV1CS/mEGcWWSkpJJ5SPjKA2x2hGrIT8SkjOgpMDnelnUPrHI+kjaFG8rbuMXHMvtQ6GUV4kgLFSHZioXfy+xBNpaGGJEX0u6Ts4eEgP24qIdVQTvPHVHQlIGvTYWK4WE8MwYKInJQ6SOMPK/8n9QFJYRIyckClJ5z7WC1BwIy/O/v4rIi6OOcB2uoYAgVleaZjQT13QdkZKoM2JJzPgSB+2/LSGqVHVhFX8qh8444NJN/uEDxZD4wLj4JCgrKfBsJ8eIgpwsYuPLz+4nSEtJwv7AGmRkZGGS3QZ6jxdYxdD+2vefXuMTiWJ4oUJ9kxPMOzQGlg218fwTxzJJ7mWWJtq49Owz38+Q+EGrhjo4/6SkFErLRjr4Esgp4SEiLEzLz5R1KRV8/QqhUidYMclFZSEsjbWpC/fl58BflyE4BpaNdLhlYjgy6ODyE06AdVncAqJo+/OPSsnQWBduAZHcPj2DY6CrwWuaJnGSUQmcG9OpO29x46Ubz/4L68dh5/kXcCz6LSsK/f6IGLQ01MZTjxKZyPp5Z/7z8isMsGyMxPQsvPT6uWD1XyWvsBAeUTGw1tPGY9+i8QN0/eyH8sc/uZUFZthYYeKFa3CPLv9mSayFblExNNO5qiAyuCdEw6auHh6G+XFlsNHQxWkfjhW5NAEpCeh6s0QRICxs3hbSomJY8+4xojJTeZRCPVlFjHhoj+Sc7CqVoXgenviUmof62jj77jvzYG2B6a2tMMn+GtzLKS9UGnVZGShISSIuvXKsz0RBI0tpEmNT0dzGEIFekVwLn3EzHdw55/JDpdCmSxMsHnUIMXzKwpB+1p+YgrzcfKyZdoK+VooMWbnIiuBVQhIS0tHCXI+rCEpJicHERAu3rn97PFUV+fmF8PWNgpm5HncbubaYm+rg6j3e8lbFePhGwtxUF5fulIzTspku3U6IjE1BfFI6beMXzCkFJCUpRmMHHR5yrsHuPpHUVWysrw6fQI785DvJwxOJRSRMW2YPIaESZauNpQFG97fCtOXnEV9UIszNJwJdWpvQMRffYjQlVZGQk1KuUkhlFBGChK4sMr0SINNCjW4j3qlM70QodOCf8ChpqIDUN1G0XbFymBuTSRXJYqWQVNaItfdG+sdYaC+ygKjq7yWD/r9aDBOTUunyI95/8ablZ0xNDODmxbmmtbZqRnULkozyPUuh/YG1yM3Lw/h565GT+22JJIFKPqlqzj5yxYA2puht3YjG5BH3rqSYKG46edD9ayZ0w6wBttz2RCG0aaJLs5n1NBQxtU8rmk186RnnApCRnYv3PmGYO6gNzI3qQVNZDn2sG6FXq0Z49rEkHqyPTSM0qa9B6xn2aNkQm6f1gv1jV4TEfF/r54f9ww/o384UvWwb0dqDS8Z2prUUSZYyYfXk7pg5uDW3/YVHrrBuokeziYnyN6WfNUz01HkUyTP33qOLlTH6tzVFPTUFmrHcprk+rjzltCExigERCTwLITohFZHxv5+RdvqlKwa3NEVf80bQV1PCyoGcebn+jiPTxuHdMK9HybyQmERjTVW6iAoLQ11ehr7XVuat0UUuqP0tG+PGe08a41NVnHjriqHNTWksoIGyEtb06ARJUVFc/cIZ/5Y+3bCgfcn4p7SywLy21lh65yEiUlKpdZEsUqK8QdzSYmLo3tCoypJOSnPU6y1GNGiGQfpNYCCvjA2tukFKRAyXixJLttv2xt8t2tH3OYUF8E2O51lSc3OQkZdL3xMljSiFB9sPgKmyBua9ugXhOkJQlZCmC0kUqQpOvHbFUDNTWptQX0UJq3ty5uHaZ848/NuvG+w6lpoHGwvMbW+NZbceIiL523kgr393aoNmWhrQkpdDKz1tHBjWFyGJyXAM4E1QqEyun3TE8L86oWWnRtQlvGDrcCTEpML5EUcOwqbTU9FnjA13feaaAejYzwxb7OypokksjmQRExfhKoWkfI2EpBh2Lb0MKRkJbht+D7G/y7XLbzFqrC2sbRugvr4qFi/vi4SENDi9Ksm+3bJzJPoNtOCuS0iKwsBQnS7FSSzkvZpaSRa7rKwE3aarxykfo62jRNcVlfjHa1+99AY9e7fgZgsvnNIFEuKiuPOMc06tmN0D00e24ba/dNcVrZrrYXgfC+hoKmHiUBs01NfAlXsl10uiNI4b1Iomh+jrqGDl7B5UWXR8y7nmk2xmUvdw8fSuMDHUgKmxJuZP6oTHTt6IL7I4kjZBYfHcJT4xnRoYyPu0ogcFhwefqYI5b0JHaBfFwZPkk7tRL3/4+yt20UPKywikOEUgJzIdsWe9UJhTADlbjhco6pgb4q6WJDjJt9emWclxF7xpHGL6lzgk3gmi5WlKu4/TXkeh7hRTCEmIID8lhy6FubUjxOVPwz8oHE9ffcC2VbPRvEkDWDY3oTUNbzxwRExcIm2joaaElw4H6f5ipfD8wbWQkhTHgtV76LqqsgJdSj+ICJTFkCAhLoamJoZISk2DXyCvq0ZcTBR9uraucIHrR+99ab2/6X2tqXvVNzwOs/c4cAtNayjJ0qeiYohlcPnRe7TA9cz+tgiNTcaCAzcRUMrtuuzIXcwa0BrrJ/WAnLQEohNTceC6E668KMnU1FNXom3kpSUQmZCK43ff4tzjij05P3rrCwVZKUzrb0MTSEh5mTk7rnETUjSUy8jgH4UVh+9ixkBbWpaGFLheuPcmV7kjPHf1p2VvxveywoJRHRAanYjF+2/hs9+PXVeVwf3PvjQJhRStVpGVgndkHKYfdeAmEhB3cGmrrJqcDK7OH81dn9Degi7vAsIw4dAV7nbrBjrQVJSrkmzk0tz18qW18ua0tYaqtBS8YuIw6aIDTXyg45fjHf8Is6YQExHBvkF9ePrZ6+iCvY6vueu9GxlT5fa2pzeqmtvB3lASl8L85m24Ba7HPbmI+GyODFrScjzH1Y/QkJJFF23Oxepen4k8+4Y/sMfrGP6JNr/DPc+ieWhnDVUZzjxMti9/Hoabc+Zh75Ay8/DCBftevkbB10IYqaugf7NGNHmJJKY4BYZi93Nn5FVhvOfl/55TBW7O+sGQkZOAx/tgWo6mtIWvro4y5Eq5SHuP4iiJW+x5Y5O2/32RlrExaKyFhs05Wc3Hny7haTOu3UbERvz6Q+r3uGjvQmsOzl/YEzIyEnB3C8OShReQV0qJ0NRUhLx8SY1JY+O62L5nDHd9xuwu9PXBvc/Yuuk2fW9ta4S/l5XM14rVA+nr6RMvcfqE4zfjeP7UC/IK0pg9rxtObhtLrXwLNlyhsXsEdRU5nlhvYu1bvfsOpg5vjWkjWyM8KhlLt1ynClsx566/pQ/jpC6hjLQ4LUezYP1V5OaVyLZm9x3YTeqEPf8Mpa7g5298sev401/6DWMT0jB//RXMHd8Bp7aPo9tuRb7A1bBHP/ysrJUG8tNzkXAjgLqQSXkZrXlm1GVMyE/I5onXJy5hrfnmiLvog5DVLhBRFIdCZx0o9ajPbZPynBMPGb71Pc93qU9oTMvY1GpqkcXwV5i1bBs2LJ2OS4fX0+Po7hNnrPj3P+5+ERERWtZGUoIzr8S6aN60IX3vcvsIT19WPSchPJIT7vAj6kDNvNb8YiTr+PyhtdDSUKU3obcfvTBjyRauP11FSQEfH52Etnn/cvv4GvMe5lN3QpD58N98WE7YAUHm3Qk7NFkk2PPgvnU+jDYKrgzk31P0Tm+GIBM8dgmM1wnuHBB8Vs5HD8NFEFTu+W9F57YbIMg8frkctoO3QZBxurIQfRxnQ5C5Pfj74RBVRXfZDtX6fffTKv/ftaqTWuVKXj5vPLz9Q9G04xi06T8D6ZlZuHFyC1UUGQwGg8FgMP4f6hjWJLVKMbRo1hCb9pxCYnIqgsOiMG7OWjx3doXD8c3Q0eLEnTAYDAaDwWAw/g8UQwlxcVokujRLNx7Eo5dvce3YJujr/to/hTAYDAaDwWAwIJjJJ/7B4WjWqAHNxinN8s2H6evJ3StraGQMBoPBYDAEkq+V+7ePfzq1ymJ476kL+vdoy3cfUQ6v339Z6/75hMFgMBgMBuNPoVYphvuOX8GYWWvK3b9s40HUM+tXrWNiMBgMBoMhwJByNdW5CDi1qlxNZUDK1TAYDAaDwahd1FEvKWhenXSXLCliXh3cz/q2pqYgUatiDCsLs2mCXffM9fB8mE8RbBk+HJmPxksEWwaPzfNhuFVw60n6L7JD/bObIMgEjV6KBpsE+zjyWzofPXTmQVC5F7oLXVuthSDz8PUq2AzdDkHG+dICDHHmLWDO+En+gBIy/7euZAaDwWAwGAxGzfFHWgwZDAaDwWAwKH9A3F91wiyGDAaDwWAwGAwKUwwZDAaDwWAwGBTmSmYwGAwGg/HnwlzJgq8YkiLWX/lMJNmuqa6CiOi4Cvc9tH0zjO1iDmV5afiGx2HLhWfwCI4pt31nswaY0c8GmspyCI1Nxp5rjnByD+buV5KVwpyBrWHdSBcyUuL46BeBfy88Q1hsMt/+9s7uD9sm9WF34Caefw6okAxDiAzdODL4hcVhy/kfyGDOkaGuihzCYpKx5yqvDJLiopg9sDXatzCAvLQkIuNTcOHpJ1x98YXbZtnoTmhpogMVBRlk5eTic0AU9l51RHB0EiqDEa2aYUI7c6jISMMnKg4bbz6DWzh/mQzUlDG7qzUaaalBS1Eem289xxmnjzxtpMREMaerDTo1NoSSjBS8ImNpO/dy+qwKRrdohsmWFlCVloZXbBzWPnmGL9HRfNt2bWCIGa2soKugABEhYQQnJ+H4uw+47ulVbeMdY2SGqY1aQlVSBl5JsVj97iE+J0T98HO9dU2wt01/PAzzxbQXV/m2WW/VDaOMzLD2/WOc8H6HqmKUWTNMbmkOVRlpeJPf/OEzfIniP+dDmzVBf9NGMFJRpuvu0bHY8eIVT3uSUcyPf5++xNE3H6pICmCMXQ90H9kK0nKS8HwfhH3LLiMyOL7c9kNndoZt96aoZ6CG3Ow8eH4IxvFNtxARGMu3/dpT02DZwQRrJx+Dy0O3KpFh7JT26NGvBWRkJODhFoY9W+4iMiyx3PamzXUwZLQNGhjXhbKqLFb/fRHOL3142oyZ3A7tOzeGqroc8vIK4OcThZOHnsHbI+K3xjqwW3OM6mMBJQVp+IfEYcfxp/AK4H+uEjq0MsLUYbbQUJVDeHQSDpxzhMvHIO7+dlaGGNClGYz11SEvK4lxi07DL4T3vtWvkym6tDaBcX01SEuJo+v4fUjPzEFlEf8kHHH3QpGfkgsJHRlojTKClL5cue0LMvMQfTUQKR/iUJCRB1FlCWiOaAC5ZirftI29E4zoK4FQ6VIPmiONKm3MjNpBrXIly0hL4tCWxfB3uYzPT05j0YxREBIqGaKyojxe3zlS4f67WhjBbnBb/HfnNUZuOAe/8HjsnzMQirKSfNs31a+LjZN74oaTO0auP4fnn/yxY0ZfGGhybiSEHX/1QT1Vecw/cJO2iUpIxaF5gyAh9q3OPapTi99+cOlCZBjaFv/deo1R687BNzwe++Z9RwaDutgwpSeuv3LHyLUcGbbP5JXBbmg72DTRw8qj9zF41SnYP/6Iv0d0QNtm+tw2XiGxWH3yId0/a5cDyP/P7J83EEKV8E803Zsa4e/ebXHg8WsM2XsOPlHxODxpIJSk+cskKSaCsIQU7Lz3CnGpGXzbrB3UBdYNdLHk0n0M2HUazn4hODp5ENTkpFEd9DQ2wrL27bDX+TX6nT4L77g4nBgyEEpS/GVKyc7GgddvMeTcBfQ+dRpX3TywuUc3tNHTrZbx9tI1wXLzTtj95RV63z0Or6QYnOo4DMriUt/9nJa0PJaZdcTbmNBy23TVNkILFS1EZ6ahKulpYoRlndpi36vX6H/8HLxi4nF8WPm/eUvderjt6Y0x9lcw9PQFRKel4cTwgVCXKTlGrPcc5lmW3H6Awq9f8cDHv8rkGDKjE/pOaIu9Sy9jXt+dyM7Mxfqz0yEqXv5zvGlLA9w69Qrz++/CslEHISIihA1np0NcUuybtv0ntatyC8rQMTboP9QKe/69gzmTjyE7Kw+bdo2CqJhwuZ+RkBRDoF8M9m27W26b8NAE7Nt+D1NHHYLdtJOIiUrGpt2jIK/w/eP0e3SyNsacse1w/IoLJiw+QxXDncsHQVGO/3HTxEgTa+b2wq2nbhi/+AxevvPH5kX9oK+tzPOw/dk7giqM5SEuLoo3n4Jx2uEtKpvkNzGIuuAH9X56aLDaEpLaMgja/gn5qbl82xfmFyJw6yfkxmdDd2YTGG9qhXrjG0JUUfybtpmBqUh4HgkJbRkIDKzAteAqhn/PHI3GRnqYs2IH/t13FoP7dMCJXSsgKlJyQfydv8Qb1dkMDq/ccdPZE0FRidhw7jGyc/PRz6YJ3/YjO7WAi0cwTj/8gKDoRBy86QLv0FgMa9+c7tdRU0BTfU1sPPcUniExCIlJwkb7JxAXFUF3y4Y8fRnVU8XoLuZYc/ohfofRXczg4OiOW0UybDxbJIMtfxlGFMlw5uEHBBMZbnBkGNqRI0Ox8njb2RMffMOpYuvg6Aa/8Dg0rq/BbUO2EWso2U8+f+C6MzSU5aCpUv4T6M8yrrUZrrx1x/UPngiITcSa6xyZBlrwl4lY/bbfc8S9L77ILcj/Zr+4iDC6NGmA7Xcd8SEoAqEJKVTpDI1PxvBWzVAdTLQwx8Uv7rjq7gH/hESsfPgYWXn5GNKEv0xvwsLxyM8fAYmJCE1OwSnXj/CJi4O5lla1jHeyiRUu+n/GlUA3+KckYPmb+8gqyMcQw6blfoY8FOyy7YtdXxwRms7fQq4uKYPVFl0wz+km8gsLqlACYKKVGS5+dsdVN0/6m6+6/xhZ+fkY3JT/b77g5n3Yu36h1tzAxCQsu/uIymStp8NtE5+RybN0MjLA65AwhCWnVJkc/Se1xYW9D/H6kTuCvaOwbf45KKvJw6arabmfWTn2MB5feYtQ32gEeUVixwJ7qNdTQgPTejzt9BtpYdDUDti56DyqkgHDWsL+hCNcHH0R5B+LLWuuQ1lFFrZtea+LpXnn4o+Th5/B6QWvlbA0zx664+O7IERHJiMkKA6Hdz2EtIwE6huqV3isw3ub4+YTN9x57oHgiERsOfIIObl56N2B/+89tKcZ3nwKgv2t9wiJSMSRi87wCYzBoO4tuG3uO3rhxNXXeOcWUu73XrrrijM33sLdLxKVTdzDMCi11YRSG01IaElDa6wx6ogJIdGR/3clOUZRK6HebFNIN1CAmIokZBoqQlJHlqddQXY+Qv/zoEqjsFStdDgy/jTFsHv7Vvh7/X7ceewMe4eH6DHSDsqKcji1ZyXERDkHIT8X888gIiwEEx11vPEqsWyQrt54h1LLID9M9evS/aVx8QzhthcT4Tz95ubl8/SZm1+A5oaa3G0SoiLYOKkHNp9/ioTUzAqNv1iGhrrqeFtGBrJuasBfBjLWN55lZPAokYHwJSAKbZvrQ1WBYymxMK4HHXVFvPbgf1Ej1tC+to0RHpeC6MTfswKJCguhkZY6XPx5ZXrtH4pmuvxl+hHCQkL0t8rJ51UayXoLvZJ5qSpEhYTQREMdTiElvx85ap1DQtBC8+dkstbRRn1FJbwLD0e1jFdJA6+ignjG6xQVDDOV8hXTOaatkZCdgUsBJSEHpSGPcDts++A/zzfwSynfDVpZMjTWUIdzUCjvbx4cihZaP/ebS4qKUDc+sd7yQ1lKCu0N6uPKZ3dUFRo6ylBSk8fHV77cbZlp2fD5FIKG5no/3Y9UkQchLbnkeiMuIYrFe8dg/4orSIqrOuuthqYCVQJd3wVyt2Vm5FB3r0kZRfV3IFbRnv3NkZ6WjUC/6Ir1ISxE3b3v3XivP+/cQtHEiP9xQ7aT/aV58zkETRpU7HpV2RDrX1ZwGmQaK3G31RGqA9lGSsj0T+X7mdSP8ZAykEfEWV94znWEz4o3iL0djK9lCkNHnvGlrmXZUn0LBIWF1bsIOLVK5Seu4vDIkjiMxORUDJu2EucPrsGZfauxcM3eCvetICNJLwKJabyKWWJqJvQ0FPl+RkVO+htFLiE1A8ryHLcFia8jFrRZA1pT62NWTh61SmooyUJVvsQdtWBoO3wOjMSLzyUXyt+R4dsxlS8DiUP8VuYSGQgkRnHFmM64v3Uq8vMLqKts/ZnH1EJYmiHtm2LOoDaQkhBDcFQiZu68ivyC3zsJFKSKZEovI1N6Juqr8pfpR2Tm5uFjSCSmd2qJwNhE2lfPZsZoplMXoQn8LVuViaKkJESEhJCQyStTfGYm9JXKv6DKiInBacZUiAkL0zn459ETOIWEVv14xaXoeOOzy4w3OwMG8iXusdJYqNbDUIOm6HX3eLn9Tm9sjYLCrzjpU/V/U6lIjiMiQ5nfPCEjEwbKP3ccLerQBrHp6XAqpVyWZqBpI2Tk5lWpG1lRlWOhSYrnVdzIuqLqz1nniVdl2uoB8HgXiBDfEoVp6j8DaLwisURWJUrKHBdjciJvmEdSYjoUi/b9Di1tG2DZukFU0U2MT8OSOWeRmpJVob4U5IruC8m8Y01MzoSuJv9zVVlBGkkpvMdZUkoG3V4bKEjLo//0ISLHG0YgIi+G7Gj+honcuCzkemVDwVodevObITcmCxFnfPA1/yvU+9fnuqezQtJg+E/N/K0d4/9UMSRJJQ306yEssiT4OyMzC8Onr8KFQ2txfOcy1CbyCwux8NAtrBrbBS92/kWVpLfeoXjlFoRij3fbpvqwNNbGiA3nUFsZ3rE5muhrYN7eG1TRNTPSwuKRHRGXnMFjnbz3xhuvPUOhIi+NMV3NsXlaL0zcfJFaSGsbSy/ex7rBXfF8+VQ6LyT55O5nH5qwUlvJyM1F31NnaeKMjY4OlnVoh7CUFOpmrk1Ii4hRS+DSN/eQlMP/hkwskBMaWqD33RMQBKa2skQvE2OMPncZuQX8j+dBzRrjpodXufsrQof+5pi9aSh3/Z/x//12nzPXD4aeUV0sHLSbu61ll8ZoZtMAs3psRWXTsVsTzF3cm7u+YkHVuqk/fwjGjLGHIScvhZ79zLBiwyDMmXQMyUkV98b8v0M8cSJyotRFTKyLUnpyyEvOockrRDHMTchGpL0v6i9sASHR8uNEay1/QNzf/61i+MLlI4b164ynr3iz/TKzsjFixj9UOawoyelZVEEgWcSlUZKTQkKZp79i4ollTY63vTKxIpZq7xUaixHrz0FGQgwiIsL0e04tGQ6vEI5ya9VQG/VUFajiWJqt03tTi9zUHVd+WYZvxySF+HJc1AkpGXxkLpFBXFQYMwfYYuGBW1ShJfhHxMNYW5Uqf6UVw/SsXLqQjGu3wCg83/0XOpgZ4sHb8mOCfihTZpFMMmVkkpFCfBkr4q8QlpiC8f9dpu5BaQlxxKdlYNuInghPrLrYsGKSsrLoQwNxPZZGRUoK8Rn8k2UI5NIVksyxaJK4NwNlJUxvaVXlimFSTiYdr4pEmfFKSCMuK/2b9jqyCtCWUcDR9kO424qTkPxGLkanm4dhqaYNZQlpOA2YyW1DLHrLzTpiYkMLtLl+sHJlIMcRkaHMb64sLYW4HxxHk6zMMc3aAuPOX4NPHH+Xt0U9LTof867fqdRxE+ud98eSkIPiBBNFFVkkxZa4/ch6gOePM29nrB0Eq06NsGjIXsRHlxzrzW2MUFdXGVfcef87e/nhCfB4G4jFw/ZVWAYSR+jtcbhEhqKwHwUlaSQmlBw/ikoyCKigy7c02dl5iAxPogtxT5+4PBPd+7TAhdNOv9xXcmrRfaGMtU9JQeobK2IxCckZUCzlcSEoykvT7bUBYVlRckJ+k2hCspNFy1gRixFVEEcd4TpUKSxGvK40/Qx1TYekIT81D36rS1UUKPyKDN9kxD+JgOmR9jyfZQg2tUox3HbwHNTV+Luuii2HpiYGFeqbWo1CY2Blos0tE0PuZURxu/jsM9/PEOXHqqEO7J+UlEIhJVu+BH5bwiM9m3MSaqspoJGuOg7ecKbrJ+6/owkvpbn8z1hsv/QCL78E/rIM3iExsCQyfCqRgaxfespfBjJWKxMdnC9HBhFhYYiKcFyXpSEuwO9lHBN3VZ1ScZYVJa+gEJ4RMWhlqI2nniUytTTUxnln/jL9CiThgyxykuKwNdLFjnuvUNXkFRbCPToGNro6eOxfJBNA18+4fvrpfshvTNzK1TLexGjYaujhUbhfyXg1dHHa99uSLAEpCeh2i7c6wILm7aglce37R4jKTIVDoDucSsUsEk51Gk63Xwn8UiUyeETHwFpPG4/9Sv/m2jjzofzjaEpLC8ywscLEi9fonJXHkGaN4RYVA+/Yyo2VzMrIoUtpEmNT0Ny2AQKLFEEpGXEYN9fFnTNOP1QKbbqbYvHQfYgpUxbm0oHHuH/ehWfbocdL8N/a63jz+Pdcy1mZuXQpTUJ8GlpY1qdZxlQGKTE0bKyF29cqP6yAnCeifKpA/Ow1lSSOmDfRodnFnP4AiyY6uHqf/7nq7hsFC1MdmjxSjFVTXbj7/bi0U3UgJCIEST1ZpHsmQd5MlW4jsYLpXklQ7sQ/ZljKUB7Jr2Nou2IFLzc6EyIKYrQ/GRNFGK2z4vlM2DEviNeVglpP3dqvFDKLoeAqhilpGXQpD6Icvv5Q8YvYuceuWDO+GzyDY+ERHE2zjiXFRHHT2YPuXzu+G2KT07HvOucCTBTCIwuHYHRnM2pN62ZpTJW+9Wcf89Q5TErPokkYhlrKWDS0PVXaXhdZ2kj8H7+EE9I+MoF/IPD3OPvIFWsmdoNXcCzcg6IxsnORDE4cGci+uKR07HPgyHC+WIYuHBm6Ehn01LHhDEeGjOxcvPcJw9zBbZCTm4+oxFSYG9VDL+tG2HnpBW2jpSKPrpZGNGmFWC3VFGUwvrslsvPyuVbG3+HUK1dsHNINHuGxcAuLxpjWHJkcPnBk2ji0G2JT0rHrgRM3YYXUMuS8F4aanAwa1lVFZm4uzUAm2DbQpRf4oLgk6CgrYGHPNvS9w3tOn1XN8fcfsLVnd7hFx+BLVDTGW5hBUlQUV9w530/2xaSlY5sjR1Gd3tKStiUZyUQZbK9fH/0bmdA4w+rgqNdbbLfpjS+J0fgcH4mJJpaQEhHFlaLEErKPlJvZ+ukFcgsL4FsmmSQ1l5OwUbw9OTeLLqUhWclx2RkITC2/lt3vcPytK7b07kbrEX6JjMZ4yxb0N7/6hfObk33kN9/+gnMcTW1lgbltrGF38x7CU1KhIi3FjVHNzMvjif3s3tAIm5++RHVw/dhLDJ/TFRHBcYgJTcSYhT2REJsC51L1Bjed/wvO97/QEjXF7uP2/cyxdvJRqmgWxypmpGYjNyePJpvwSziJi0j6RomsDBwuvsHI8W0QEZZIM4jHT21PlUWnl97cNv/uHQOnF964eYVjhZKQFIVmPSWeJBb9BupIS81CXEwqJCREMWJ8G7g4+lBLpLy8FPoMtoCKqhxePvGs8Fgv3P6AFTO7wzswGp7+0RjW0wwS4qK4/Zxzr1k5szviEtNx6DzntyYK4YHVQzGitzmcXYPQ2dYYDQ3U8e9/JRUnZKUloKEiCxUlTkylTlG8IrEqJhZ5a5TkpWhcYr2i+HADHRVkZuUiOj4NaRn8E6B+FtWu2gg76kUVRFK7MP5hGApzCqDYmpN8F3rEk1oJ6w7hGFqUO2gh4Uk4Iu39oNK5HnJiMmmtQuXO2nS/sKQIhOvxxocKiQtDREYUEmW2MwSfWqUYEiTExdDUxBBJqWnwCwzj2ScuJoo+XVvjyu1nFer74XtfKMpIYkZfa+p+9QmPw6w9DtzkDJI0UtpyRqxqy4/ew1/9bDCrvy0tcG138CYCIhO4bUi8nd2Qdhx3bkoGbr/2xJE7b1BVPCIyyEpiej+ODL5hcZi9m1eG0pnbJOOYyDCjvw11GRMZFuznlWHZf3cxa2BrrJ/cA3LSEohOSMWB6064UlTgOicvH80baGFE5xaQk5Kgiu5Hv3AaX5iUVrGg79Lc/+JLaxbO6mINFVkpeEfGYdpxB25CSl0FXplU5WRwde5o7vrEdhZ0eRsYhgn/cVzzMhLimNfdFhryMkjJzMEjdz/sfuBE3Y3VwV0fX+pKnmdrA1VpKXjGxmHilWvchBRNWd5jjSgwa7p0goaMLLLz8xGYmIgFd+7RfqqDOyFetGahXdM2UJGUpgWuxz+9xE1I0ZSW+8aqXNu46+VLaxYSZY/85sQdP+mSQ8lvLsd7HI1o0RRiIiLYN7APTz97HF2w99Vr7nqvRsb0IeOWZ4lSU5VcPviE1vSbs2kYZOQk4fE+ECvHHEZeTkmWfV0dFcgVKR2E3mNb09ctl2fz9LXdzp6WsaluLp1xhoSEGOYt6U0LXLt/CcWyeeeQl1sSn1m3niJP/UEjE01sOzCOuz59Xjf6+vDOJ2xbdxMFhYXQ1lNGl55DIKcghbSULPh4RcJu+klauqaiPHHxoUkoU4baUheyX3Ac7DZe5SaYqKvwHvvuvpH4Z89dTB1ui2kjWiM8KhlLtt5AYFjJNbWNhQFVNotZN58Tg3nssjOOXeZYbgd0bYZJQ2y4bQ6uHU5f1++/j7svfu8BVqGlOvLT8hBzPbCowLUs6ts1g6g8x5Wcl5DNjYMniClLoP6C5og67wfflW8hqigGlS7aUO1ZPXVUGbWLOlAzrzVXe30dTZw/tBZaGqr0Av72oxdmLNmC2HjOv2uoKCng46OT0DbvX24fX2Pew2zaTggyrofnw3yKYMvw4ch8NF4i2DJ4bJ4Pw607IKj4L7JD/bO8MWWCRtDopWiwSbCPI/LvKT105kFQuRe6C11bVTy+uzbw8PUq2AzdDkHG+dICDHGeAUHmyoCq+9ej79G9sHozqe8LVX0lhv+bOobL542Ht38omnYcgzb9ZyA9Mws3Tm6hiiKDwWAwGAwG4/9IMbRo1hCb9pyi9QuDw6Iwbs5aPHd2hcPxzdDRqnhlewaDwWAwGP+ffP1aWK2LoFOrFEMJcXHkl6kRtnTjQTx6+RbXjm2Cvm7V/2sFg8FgMBgMxv8rtSr5xD84HM0aNYB/EG/dtuWbOTWyTu5eWUMjYzAYDAaDIZCU+Wu/KkcYAk2tshjee+qC/j3a8t1HlMPr91/SmlUMBoPBYDAYjD9cMdx3/ArGzFpT7v5lGw+inlm/ah0Tg8FgMBgMAYaUG6rORcCpVeVqKgNSrobBYDAYDEbtoo569ZaNKaZbbvNq/b4HYj//D1e1kVoVY1hZmE0X7Lpnrofmw2yGgMtwcD5MVgq2DF7r5kN/t+DWMQycawd9+40QZAJHLoPBdsGdA0LAAjv0qFvyn9GCxr2o/ehmsRqCzIP3q2EzTMDrGF5cgBGvp9b0MASTavpjgz+FWuVKZjAYDAaDwWDUHEwxZDAYDAaDwWD8ua5kBoPBYDAYDMofkBBSnTCLIYPBYDAYDAaj9loMtTXVERkTh4KCQoiKiKBHx1YQExPF01cf6N/lMRgMBoPBYPwMX1nyieAqhga6WrA/uAaa6ioIiYjBiOmr8N/WxTCsX48Wts7KykHf8YsQFBpV4e8Y2q4ZxnY1h7KcNHzD47Dl4jN4BMeU276zWQPM6GsDTWU5hMYmY4+DI5zcg7n7lWSlMGdga1ib6EJGShwf/SLw78VnCItNpvvrKsvhzoZJfPv++7/beOzqV2FZvitjlzIyhvCXUb+uMmb0sYaJjho0leWx7fJz2D/9iOpmpFUzTGxtDhUZaXhHx2HDnWdwi+A/5iHmTdC3eSM0UFem656Rsdj56BVP+y6NDDHMsikaa6pBQUoSA/afpf1WFWOaNsMUcwuoSknDKz4Oq58/w5eYaL5tuxkY4i9LK+gqKEBESBjByUk46voB1729uG3mtrRGbyNj1JWVRV5BAdxjY7DN2Qmfy+mzUmRoYI4pJi2hKikDr6QYrP7wEF8Sfnyu9dZthD22/fEwzAfTHa9yt29p1RuD9ZvytH0RGYAJzy+iuhjdvBmmWFhAVVoaXnFxWPP0Gb5E8/8Nuxoa4q+WRfMiLIzgpCQce/8B171K5qW6GLOoF7qPsoW0nCQ83wVi35ILiAwq//gdOrsrbHs2Rz1DdeRm58HzfSCOr7+OiIBYnnYNzetj3JI+aGimh8KCQgR4RGDFiH30M5XN2Gkd0H2AGWRkJOD5OQx7Nt9GZFhiue2btNDFkDE2aGCiCWVVWaxecAEuL7x52iz4pz+69uEtPfLe2R/L55z9rbEO7Noco/pYQElBGv4hcdhx4im8Aso/1zq0MsLUobbQUJVDeHQSDpxzhMunIO7+dlaGGNC5GYz11SEvK4lxf5+GXwjv/O1bNRRmjbV5tjk8+oytRx+jMoh7HIGYe2HIS8mFpLYMtEcbQtpArtz2+Rn5iLwahOT38SjIyIOYsgTqjTKAfDPOdTbSIRjR10N4PiNeVxKNN1tVyngZtYdapRgunzcenj5BGDdnHYb374Ize1chMDQSfcYtglCdOvhv6xLMnzoCc1ZUrHxFV3Mj2A1ui432T+AWHI1RHc2wf/ZADFh9EklpWd+0b6pfFxsn9cS+66/g6BaE7pbG2DG9L0ZuPIeAyATaZseMPsgvKMT8gzeRkZ2L0Z3McGjuIAxacwrZufmISUxDl785f+lXzMDWphjb1QJOHiUKZmVBZRzUFhvPP4FbUJGMc8qXUUJMBBHxKXjk6osFg9ujJujRxAiLe7TF6ptP8CU8GmOtzXBk3ED03H0SiRnfjtmyfj3cdfPGxztRyMnPx+Q2ljg6biD67D2N2LQM2kZSVBSuIRG47+6Ldf27VOn4ezUwwrI27bDy2RN8io7ChOZmONV/IDqfPoGErG/Hn5ydjf3v3iIgMRF5hQXoWF8fW7p0Q0JmJhxDORfeoOQkrH7+FKEpKZAQEcHEFmY4PWAQOpw6jkQ+ff62DDomWGbWCSvf3cen+EhMaGiJUx2Go/Otw0jIySz3c1rS8ljaoiPexoby3f88MgB/v77NXc8t81/oVUkvYyMsa9cOKx8/weeoKEwwN8PJQQPR5Tj/eUnJzsaBN0XzUlCAjvr6+Ld70byE8N4Qq5IhM7ug76T22D73DKJD4zH27z5Yf34WprVbh7ycfL6fMbVugFsnXsL3UwiERYQwfmlfbLgwG9ParkNOVi5XKVxvPxMX9z7AweWXUVBQAP1G9fC1Cv4ubOg4W/Qb3hLbVjsgOiIZ42Z0wMa9YzBl6H7k5fKXQUJSFIF+MXhw8yP+2Ta83L7fOflh+9ob3PXy+vtZOlkbY87YdlQh8/CLwrCe5ti5bBBGzD+OpNRvj5MmRppYM6cXDp13hJNrILraNsTmRf0wYckZBIZx7guS4qL47BOBJ699sXRa13K/+8bjLzhyyYm7Tu4ZlUHim1iEnw+AzjgjSBnIIvZBBPy3uaHRv5YQlRP7pn1hfiH8t36BiJwo9Gc1gqiiOHITsiEsxasiSGhJocHfzbjrdYQF5J/IWIyh4MYYWjRriG2H7OHtH4J/952hlsJDpxyQn1+A3Lx87DtxBa3MGle4/1GdzeDg5I6bLp4IikrEBvvHyM7LRz+bJnzbj+zYAi4ewTj96AOCohNx8JYLvENjMaw954lVR00BTfU1sdH+KTxDYhASk0QVMnFREXS3bEjbFH79ioTUTJ6lQ3NDPPrgi6ycyn9KH9WplIzRidhw/jG92PSz5i8jGfeua454+N4XefmVc1H6VcbZmOHye3c4fPREQFwiVt/izMtAM/5j/vvKfZx/+4VaAIPik7Dy+iP64GBtoMNtc/OzFw48fwPnAP4KS2UyycwcFz3cccXTA/6JiVjx9DGy8vMxpDH/8b+JCMfDAH8EJCVSxe/kp4/wjo+DhaZWyfh9vOEUFoqw1BT4JSZgg+MLyIqLo6GKStXI0NAKFwM+4UrgF/inxmPF23scGQxKbgJlIb/5Tpu+2P3FEaHpHAt5WXIL8hGfncFdUvOyUV1MNDfHRTd3XPUompdHj5GVl4/BpuXMS3g4Hvr7U8WQzsvHj/COi4OFVsm8VAf9p3TAhV338frBFwR7RWLbnFNQVpeHTffy52LlyP14fOk1Qn2jEOQZgR3zzkC9nhIaNCs5J6atGYQbx57j8r5HtB2xJjrecv1txYqvDCNa4fyxl3B54YMg/xhsWeVArYA27TnXRX4Qy9+pg0/h/JzXSliWvLwCJCWkc5f0tN87pob3MsfNJ26489wDwRGJ2HL0EXJy89C7gynf9kN7mOHNpyDY33qPkIhEHLnkDJ+gGAzq1oLb5r6jF05cfY13bt9/oMjOzUNiSiZ3ySxS4n+X2PvhUGlXF8ptNSCpJQ2d8Q0gJCaEhJf8raBke356HgzmNIaMkTzEVSUg21ABUjoyPO2IIiiqIMZdRGRFK2W8jNpFrVIMpSUlkZySTt9nZecgMysbMfElrofI6HioKCtUqG8RYSGY6KjjjVcoz0MEWSeWQX6Y6tfFG29excLFM4TbXkyE80/ZRGkt3WdufgGaG2ry7ZO4bBvqqOG6kzsqG66M3mVk9C5fxppGVFgIjTXV4RLIO2aXgFA01/65MUuIilDXX0pm9SkdxYgKCaGJmjqciix9BPJsStZbaPzc+G20taGvqIR3keHlfsfwJqZIzcmm7tAqkUGpLpyig3lliA5CC5XylaI5TVojITsTlwI/l9umlbou3g6ci8e9p2GdZXcoiEmiOqAyqavDucy8kPUWdX9yXnS0oa+khLcR/OelKtDQUYaSujw+Ovpwt2WmZcPnYzAaWtT/6X6kZDm/c1oSx4IuryxDLYYp8WnYfnMB7L9swpZr89DYyqDyZdBShLKKLFzfBpbIkJEDb/dwmJjW++3+m5rr4eLDRTh6dRZmL+kFWXnJ37pmEnfvezfe6887t1A0acD/OGliVBfv3HnvC28+h9Dtv0rX1ia4e+QvnN02DtNHtIa42O878Yj1LzM4DbKNFbnb6gjVoesZ/vxj9FM+JkDaUA6hp/3xZbYzPJe9Q/StkG+syTnRWXCb6wL3hW8QdMiLWhUFAiJHdS4CTq1yJUfHJUBLQxURRbFg63edRHxiCne/sqI8UlI5iuOvoiAjSS8Ciam8brHEtEzoaZScQKVRkZOmFr7SJKRlQFlOir4Pjk5CVEIqZg1ojQ3nHlMLILHYaSjJQlVOmm+f/WybIDAqAV8CKx4n+csypmZCT52/jDUNif8jY05IL/M7p2eivsrPjXlh1zaITUuHcynlsrpQlJSEiJAQ4jN5x0/WDZSUyv2crJgYnCdNhZiwMLUqr3r2BK9CecffsX597O7ei7rFYzMyMNbhKpKyK/9CrCguxZEhO4NXhuwMGMhx4ovKYqFaj1oTe987Vm6/L6MC8SDMB+HpydCRVcTCZu1xosMwDHp4ispcLfOS8e28EGWvPGTIvEwrNS9PnsAppPqOK0U1TgxYUhzvDTwpLg2KquXHh5WGxGNPWzsIHm8DEOLDuc7U1eVYmkct6Imjax0Q6BGOTkNaYtOl2ZjeYcN34xd/FSVljpUpOYH3Wp2cmMHdV1Heu/jD6ZkXoiOSULeeEibM7IQNe0Zj3oSjKKzADVlBruiamcJ77BPrna4m/+NEWUEaScm8x1VSSgaU5flf88vjkZMXouNTEZeYAUNdFfw1si10NJWwbPtN/A75aXlAISAiz2vNI+vZUfzDQnLispDrlQ0la3UY2pkiOzYLYaf88DX/K+oO0KNtpPVloTulIcQ1JJGfkouo6yHw3fAJJhssICxZq1QJxm9Sq2bT8c1n6j5++8mTrp++fI9nfzvrFnDzDkBtIb+wEAsP38KqMV3wYsdfNNbwrXcoXrkHgV/khbioMHpYGuPI3Tc1MNo/ExJf2MPUGOOOX6aWWkEhPTcXve3PQkpUFDbaOljeth11XxI3czEuYWG0DVFyiMVwb4/eGHjRnm98XHUiLSKG7dZ9sezNXSTllD+W2yGc85jgkxIH76RYvOj3F1qp6cI5pvLjayuDjNxc9DlTNC86Oljerh3CklOom7kq6DDQErO3jOCu/zPmwG/3OXPTMOg11MTCfjt4LEaEu2ed8Ojia/o+wD0czVsbo+sIa5zcWHFlpEN3U8xd1oe7vnLeOVQVLx6WeFqCA2Kpm/rUjbnUivjpXUnyhyBw44kb931gWDwSkjKwd9VQaKnLIyKmxCBSLRBFUlYMOhOM6LEiVV8WeUk5iLkbzlUMi5NQipHSl4P7gtdIehtH3daMP4dapRgu2fD9i+KNB464dOtJhfpOTs+iiptSkbWvdFZxWatgMfGpJdbBYpRlea2IXqGxGLHhHGQkxCAiIky/59Ti4fDikwXc2cwIEmKiuP26arIcy5VRrnwZa5rkTM6YlWXK/M4yUogvY0UsywRbc0xpY4GJJ6/BNyYeNUFSVhZ9QFCR4h0/WY/L4LVClIbYNkJSOHF5JIvZUEkJMyyteBRDEuNH2pCFJLU8HTcBQxs3wcH37ypXhpxMjgwSvBYPsh5XxopI0JFRgLaMAo60G8oTb0jwHb4EnW8f4htzGJaRTF3PurKKVa4YcudFugLzklw0L3FxMFBWwvSWVlWmGJI4Qm/Xkt9CtMiVSKyDSbElVkNFVVkEePx4DDM2DIVV5yZYNGAn4qNK5iAxhtMXiS0sTahfNNS0lH5Phpc+8HGPKCUDJ8RGQVkGiaWshgpK0gjwrdysemI5TE7KgKa2UoUUw+TUomtmGWufkrwUEpP5HycJyRlQVOA9rhTlpZFQxur4q3j4c+amnobCbymGNO5PCMhP4Y1hJ+ui8t8mnhBIvCCJHyx+gCBI1JWilkHimhYS+TbqTERaBBIaUsiJqdkH1Z/iKytXI7Axhj8iLDIGsfFJFfosOfm9QmNg1bCkPAC5l5H18ty6boFRsGpYErxNaGmiw7d9enYuVcy01RTQSFcdzz9/a9nsZ9sYL74E0nZVAVdG4zIyGpcvY02TV1AIj8gYtNLnHTNZ/xRW/pgntbbAjPYtMfW0A/18TZFXWEhLyRCrXzHk0krWP0b//G9OFCvivvwedUDaiFSNDIlRsFHXK/VdgI2GHj7Gl9zwiwlITUD3O0eoG7l4eRzui9cxIfR9VCb/OCYNSVkoiksiNqti4SC/LFNMDLX6lZbJWkcHH6Mqd15+h6yMHEQFx3EXorglxqRQS14xUjISMG6hB+/3QT9UCm16NMOSIbsRU5QdWwxZJ4piPQN1nu319NUQE574ezJk5iIyPJG7hATGISE+DS0sS2IipaTF0bBJPXi5Va6CraImBzmixMWnV/ia6RMYA3PTUsdJHcCiiQ7c/fgfJ+6+UXR/aaxMden236GBnhp9jS+KC60oRImT0pNFmmfJvZLECpJ1EkfID+kGcsiJzeKJKSQKH1EY+SmFhILsAvoZ0obxZ1GrLIYECXExNDUxRFJqGvwCw3j2iYuJok/X1rhy+1mF+j732BVrxneDZ0gsPIKjadaxpJgobjp70P1rx3dDbHI69l3nlA8g9fyOLBiC0Z3N8MotCN0sjanSt/7cY546h0npWYhOTIOhljIWDW2P558C8LpUkgtBW1UeZob1MGefQ4XG/tMyPnHFmnHd4BlaSkZxUdx0KZJxXJGMNzgykvgaUsuQICosDDUFGRjVU0VWTi7C4qrHnXHK2RWbBnaDe0Qs3CJIuRrOvDi4csa8eVA3xKSmY+cjzpgnt7HA7I7WWHj5HiKSU6FSZG3MzM2jC0FeUhx15eWgJsuxBBTHK8anZ/zQEvmrHHP9gG1du8MtNgafo6MxoYUZdUWSLGUC2ReTno6tzq/o+gwLS9o2JDmFKh3t9eqjf0MTWu6GICkigplWLfE4MBCxGelQkpTEmKbNoSEjg7t+vpU6dq4M3m+xzboP3BKj8DkhEhOMrSAlIkqzlKkM1n0Qk5mGrZ+fI7ewAL4pvDFpqXk59LV4O/nsnCZtcD/Mm1oddWUUsbhFB4SkJcIxqiQpoSo5/uEDtnbvDrfoonkxK5oX96J56d4d0enp2PaKMy/TrSzhFhOD0OJ5qV8f/U1MaJxhdXL9yDMMn9cdEUGxiAlNwJjFvZEQkwLn+yVJPpsuzYHzvc+4deIF133cfoAF1k44jKz0HG48YkZaFrdG4dWDjzF6YS8EeURQ62PnoS1p3cMNU45WvgznX2PEpLaICEukVr1xMzoiIS6NJ+N484GxdP3mpbd0XUJSjFr+itHQUoC+kQbSUrIQF5NC94+e0g6vnnrRbOS69RQxeU4XWhvxg4t/hcd64c4HrPirO7wDouEZEI1hPc0gIS6K2885buuVM7sjLjEdh85zjpNL91xx4J+hGNHbHM6uQehsY4yGBur498hDbp+y0hLQUJGFiiInppLEDhZbG0n8InEXd7E1gcvHQKSkZ8NQRxVzx7bHR88wBIT+vvdDrXs9hBzxpi5hKX1ZxD2IQGFOIZTbaND9wYe9IaooBq2h+nRdtaMm4h5HIvycP1S7aNEkk+hbofR9MaT8jXwLZVrfMC85B1EOwdTCqNiKo9DWZqqiJNOfTK1SDPV1NHH+0FqagPL161e8/eiFGUu2cK2EsjLS2LlmboUVw4cffKEoK0kLOhMXsU94HGbtdaAJKASSNFI6KJ5Y2ZYfu4e/+tpgVj9bWuDa7tBNbg1Dgoq8NOwGt6P9xadk4PZrT74xhKQkTkxyGly8qrYeGpVRRhIzev+cjKryMriwfDR3fWwXC7q89w3D1J1XUB3cc/eForQk5nSypkqeV1QctQQmFCUO1JWX5QksH27ZFGIiItgzoiSuibDvqQv2P+PET3VoaECVzWJ2DOv1TZvK4o6fL5QkpTC/lQ11VRLX8Pjr17gJKZqyvL85SSZZ26ETNGRkkZ2fT8uj2D24R/shFHz9CgNFJQzs1RiKEhK07iEplj3sykVauqYquBPqBSUJKcxv2pa6kEmB6/HPLnITUjSl5H4pYYTI0FBRDQP1TSEnKoHYrDQ4Rgdh55eXVLGsDu74cOZlnm3RvMTFYcLVa7QuIaGuHO+8EKVxbaeSeQlMSsSCe/doP9XJ5f2PICElhjlbR0JGTpImkZByNKVrGNbVU4GcUon7s/f4tvR1y7X5PH2RWoikjE2xwikqLoKpawZBVlEKgR4RWD58H6JCKj8M49IpJ0hIiNHYQxlZCXh8CqVFqEuXxiHJI3KlXLJGjTSx9fB47vp0u+709eGtT9i+5joKCwtRv4E6uvRuDmlZCapour4OwKlDT2kJm4ryxMWHJqFMGWoLJQUp+AXHwW7TVSSlcI4TdWU5nuuPu28k/tl7F1OH2WLa8NYIj07Gkq03uDUMCW0sDKiyWcy6eb3p67HLzjh2xQV5+YWwNNXhKqGxCWl49tYPJ69VzrVJqaUa8lPzEHUtmFPgWkcGhgtNua7k3MRsHn8hUfYMF5ki3D4A8SveQ1RBHGpdtaDeq8QySmIOgw960bI2xF1NytoYr2zBty4iQ7CpAzXzWqNKH9uxDCIiIpi/ahfkZKWxZtEUGOlrY/DkZTRTWUVJAR8fnYS2ef9y+/ga8x5m03dCkHE9NB9mMwRchoPzYbJSsGXwWjcf+rsrVky9NhA41w769hshyASOXAaD7YI7B4SABXboUXcmBJV7UfvRzWI1BJkH71fDZth2CDLOFxdgxOupEGQu9HOtke/tkmhYrd/3SKniFuzaQK0rcL1pzyn6f8jBYVEYN2ctnju7wuH4Zuho8cbGMBgMBoPBYDD+YMVQQlwc+WX+MmvpxoN49PItrh3bBH1d/kWjGQwGg8FgMMqLMazORdCpVTGG/sHhaNaoAfyDeDPXlm/m/Nfwyd0ra2hkDAaDwWAwGH8+tcpieO+pC/r34ARRl4Uoh9fvv6RV/RkMBoPBYDB+uo5hdS4CTq1SDPcdv4Ixs9aUu3/ZxoOoZ9avWsfEYDAYDAaD8f9CrVIMGQwGg8FgMBg1R60qV8NgMBgMBoPBqDmYxZDBYDAYDAaDQWGKIYPBYDAYDAaDwhRDBoPBYDAYDAaFKYYMBoPBYDAYDApTDBkMBoNR7UR+uoXuHVqhNnLl6EasWTSZvn9z9ygmj+pb00NiMP4///lEEKmnqYb5U4bB1qoZVJUVEBOXiGt3n2P3kUvIy8+v6eExBIgeHa0xbmgPNDbSh5iYKHwCQrH9kD1euHxEbUdcTBSbV8xEUxMDNKivjceO7zBx/oZv2llbNMHqBZNhZKCDyOg47D56CZduPqmRMf8pKMrLYt/GBTBpoAdFBTkkJCbjwfM32LT3NNIzsmp6eAJPj1F2yMrKwZ8OOTenjuqH5k2MICsjhaDQSBw4dQ0Od1/8UMEvy4zFW3DjgWMVjpZRlTDF8Dcx1KsHISEhLF6/n55IDQ11sXXVLEhJSGDtzuM1PTyGANHKvDFevv6ETXvPIDUtHcP6dcapPSvRe/RCuPsEojZDzoHs7BwcO38LvTrZ8G2jramOM3v/wenL9zBz2Ta0sWqGbatm04cpQVB+ayuFhYVUEfx3/1kkJKWgvnZdbFw6Awryspi5dFtND0/gSUxK/e5+ERFh5OcXQNCxaGYCT79g7D95FXEJyejc1hJ71s1HWlomfdD7HvNW7cIzpw/c9dS0jGoYMaOqYIphEb0628Bu2gjoaddFVnYOPLwDMX7eemTn5GLelGEYNagblBXl4R8Uhg27T+G5syv9HHktfk8IjYiBwWkHjB3Ss8YVQ/L3gTPGDcCogd2gqaGK+IRknLl6H3uOXqIK7Nq/p8C8aUMq790nzli97Rgys7JRm9w5Xr7ByMnNxYgBXZGXl48zV+5h+6HzdL+WhirWL56K1i2bobDwK545u2LF5sOIT0wWyPH+s/UoT3+b955Bt/at0KWdVaUqhmScPv4h9P2gXh3oTe3U5bvYeuAc13Vmf+0h9HW10LOTNZKS07Di38N4/8Ub21fNpuMPCY+G3eo9+OLpTz9DjqGlGw/S95bNG0FeVvqb7x07pDs9P9bu4JwX5D/RrVo0wtTR/SpVMfydeSAPeg/O78LCtXvhcI9jKenTtTV2rZ2H7iPnwy8wDDWBmKgIVs6fiH7d20BGWor+7v9sO4rPHn5IScugynYxEVFxOHXpLj33qwpyPVwwbQTMu03A168lpXBP7FyOpJQ0emx0a9+SXlMb6GtT5f/yrSfUQlxQwP8vw37mmjS8X2dMGzuAXqeTU9JoG/J3qb+DpIQ4Ni//ix7rxMJ66LQDz35yPhw5dxNHz93kWsiWbDiAjrbm9Bg6eOoaPbZ+JK+crDSWzx2P7h1aQlZGGsFhUdi4+9QPla7qOof3HrvM8x3H7G+hnXUL+vkfjZEogkSZZPwZsBhDAGoqijiwaREu3HiMdgP/wuDJy3D3qQtVrEhsybQx/bFux3F0HjKbKoEnd69AfZ265fZHTnpy0appls0Zi5kTBmPXkYtoP/Avaj0gyiG5ENofWIOU1Az0HGWHaYv+RZuWzbFh6XTUNob06UhvDL3HLMD6XScwf+pwtG3VnM7NiV3LqVVk4KSlGD59JXS11HFoy99/zHjJZ2SkJKvkWCLjzC8oQK/RC7By63/0GB85sCt3/5TR/fDukxe6Dp+Lx6/eY896O+xZZ4erd5+j2/B59KZCrAm/ArnhO775xLPtuYsr3V5b5sE/OJw+0G1cNp0qkHXVlKnSQG7gNaUUElbMn4CenW0wd+UudBsxD0FhUfQcVpCT+aatuqoSenSyhssH9yobz+2Hr6jb2tbSlLuNjKW9rTkNpSEK/+5183HU/ia99hCPytC+nTF38lC+/f3MNWnskB50/ezV++g0eBZ9cCe/w++y0m4irM2bYMK89RgxYxVsLExh2tDgu59ZMH0E7j1zQcfBs3Dh+uMfykuOu7P7VsOyuQlmL99B25BjqqCwsFafw3L0Xpb+w7GQeXF/dg53zm6nyjtDsGEWQ3IhVVGCqKgIffokT9sE76KnseljB1DTenG8BLEW2lg2xZRR/bBs06Fv+iJPshOH965xa6G0lCQmjexLLSGXbz2l28iF4O0nT3rxEBcXw5wVO+iTOYllW775EE7tXokNu07WmMWNH15+wdhx+AJ9HxQahQnDe6O1VTO63tBQD616TUZkTDxdn7NyJ15cO4BmjRtQS4qgj5dYfKSkJHDz4atKH2dkdDzXQhkQEgETQz0aX0SsDISnrz7QGzBh5+HzGD+0Jx3j7UdOdNv+E1dx+8w2Glf7s5YCVRXFb9qSdWJJkRAXo9b52jAPxNrWsbUF9m6wo9ZGso24yGsKojQRpWj+qt1cd92itXvR9u4xjBjQBQdPcSxcBzYtpBZmSUlxPHz+BgvX7K2yMRErJRnLgB7t8OrtF7qtVxdbJCanwumdGy4cXIt9J65wrz3EUrxl/1msmDeeOy+lGdCz3Q+vSXOnDMPhM9epJauY3z3PpSQlMKJ/F8xevp0rx9yVO/Hhwcnvfs7h3ktcvFESG7tj9ZzvykseSlo0aYB2A/5CYGgkt01tPoeJpZycE3+v3//dcRA5nd59oXGYxMK4cdkMev+pyXOG8XswxRCAh28QHF9/wtPL+6gFg7i17jxyok9zxGJAnrpKQ9YbGel904+GmhLO7V9NT7zik7OmaKBfj95sHd98/nZffW14+gbRC3BpmYSFhWGgp1XrFMPSxMYlQkVJnspAbuzFN3cCsegkp6ajQf16NaoYVsZ4yQ2XuKWIFYPEjVU2rm4+POsfvnhTiwOJFeTIEcTdV3zT8PIP/mabitLPK4aCNA92/+zGq5uHqKu5w6CZqEnIw6aYqCh9qCuGuA4/uftSeYohrmWihOjramLpnHH4Z+FkLCty71cFxDJI4qlJCEFuXj4G9miPG/dfUtdyI6P6sGhuwmMhJMcWUXLJUvra8zPXJNInuRa/4nM9+x30tDVo4tRHN1/uNnIsBISEf/dznz15z9cfydvYuD6iYhK4SmFtP4eJ1XTnmrn0AcQ3IPS74yAeqWJIyAtRtslDLVMMBRemGBYFbw+bvpKa+ckTD7H4LZk1hrqZfhbivrl8ZCPef/bGonX7UNNkZ1ee9aUmKZvZTaKZ6hRd+P7U8fbr1oYmZUz9ezNfxb46yOMTTF86wP4rlYzc/Or8dJ9x8UnUOlEask7ikyrTWlgZ80Bu5CSBrPDrV+pRiI1PQm2H3NzJQtzhxP13/eS/2PXfhSob+6MXb1EHddCpjSVVqFuaNcLqbRwLFrF0k4z6u09cvvlcRea6so+P36VslvKP5K2J63FFz+FW5k1o0ht50Lhy+9kvf6+ruw/mTxtO42LJAwND8Ki9d9gagDyhbjtoj67D59EDmrieomITqMJYGrJeOt6IWApJMLCbpz/m/7ObJxi7piAZ0uTi1aYlx31WGr+gMPqES55kS8tUUFCAgOAICAJEBk11FboUQ4K+SZyTbw3Ggv3uePt3b4sda+bir6Vb8cTxfZWNp4WpMc+6makxPWbIQ1JVQSwaxe7cYtq2akG316Z5IO93rp2HPcc4pXRIKRhifa8pSJJCTm4erJo34smEJW6+8o71OkU3e1L2qKogY7r31AUDe7ZH/x5t6bXDzTuA7nP3DoCBrhYde9mF3/XxR9ekjMws6nolSROVSXBYNHLz8tDC1Ii7jSROkaSNX+FH8pJs37rqytDX0azV5zApWXNm7yps2H0S564+qFAfjY31aQISUwoFF6YYkhOsiRFmTxqCpo0MacA5ycIiGch+QeE042zm+EHo27U1PfGXzRlHrQkkyLhEKdyEyKg4GleorChHrSBlLSPVDblo7z95Bcvnjcfg3h2gW0+DXjhIPA2pS5WTk0uDpY0NdKjbYP3iabhy53mtciN/D1LWxds/mN60SaB48yYNaCC183s3bpadoI2XuI/JnJCsXeImKj6OSE2xykZLQwX/LJhEj2mijE4c0RtHS8VuVQSiYJFzQ1FOho6ZvCdLMacv36fHIYm7Itm/44b2RJ8urfHf2RuoTfNA6jGSGovERUYsYELCQlhlNxE1BXGvnr58lyagtLcxo7/z1lWzqRJ13uEhOrY2x7B+nei5TOqqdmpjgX+X/4W3Hz0RHhlbpWMj7mTyfcP7daHviyEu7cG9O8Ju2nBas9Kwfj1qCf975mi+/fzMNYlY5IirdNKIPjT5j8wf8e4UQz67dPbYXxo/SVA67/AIK+dPgK1lU/rdJAP9V5WrH8n7+oM7Xrt64Mj2pTTekJRu6mBrTuez+D7y0uEgPR5r6hwmvzkpJ0VcwHceO3OvP6UTnEhBcjLOYrq0tcTIAV3p70ZCHkgs7JxJQ3Diwu0Kj4NR8zBXMoC0jEy0MmuMKaP60lIQEVGxWLv9GA2uJlnIcjJSWLVgEo1RIpbC8XPX04D2YosHeQoki+vDUzz9ajbvg5pk538XkV9QiEV/jaKu7ti4JJy+co/eaEb+9Q8tDXH33A6e0hCCxIR5G2jZkWvHN/GUHRHU8ZISICQJatOyGXQp5uLNJ5i/aleljoW4iIgVjGQRklhackMpDlSvKGf3/UNveMU8uriH5zwIi4zBmNlrsGbhZJoYFRUTT8vCVHcNw+/NA3mI6tTanGZykjIjWQU5NDHh+ol/8ejlO55abdUJyWAVqiOEvevtIC0tSZVYcg6TJBDipiQlqVYvnExjEUn85L0nLjQZoqohCRska54oQsXlfQhkTsfOWUsVpZnjB1PXPnFx2zvwj73+mWsSSewQFxOj5Y1W2k2g9QWJAlOMVl1V6vr/VdbtPEGTJYj7lJSrOXzGAbJ8yi19j5+Rd8qCTfQBg1TAIAlCtFzNHs49Q0REhP6GpS2m1X0OD+nbicYHzpk0lC7FkIcmUqmDQBLFyDhLu6vHD+uJ1Qsn0cxrIhOZs3PXKmZtZNQO6kDNvOb9ngwGo9ogYQ8ePoHf1E1kMBiCATuHGVUJcyUzGAwGg8FgMChMMWQwGAwGg8FgUJgrmcFgMBgMBoNBYRZDBoPBYDAYDAaFKYYMBoPBYDAYDApTDBkMBoPBYDAYFKYYMhgMBoPBYDAoTDFkMBgMBoPBYFCYYshgMCjk/4Hf3P3/K5g7tG8nRH66Rf9OjsFgMP7fYX+Jx2D8wRCF52cYNHlplY+FwWAwGLUfVseQwfiDGdizPc/6kD4d0c66BWYt286z/eXrT0hOTYNQnTrIzcvH/xNCQkIQFRFGTm5eTQ+FwWAwahxmMWQw/mCu3X3Os27e1JgqhmW3/z8iKSGOrOwcFBYWIie3sKaHw2AwGLUCFmPIYDD4xhiSmDviip4+dgDGD+sJl9tHEOByBecProWmugptM2/KMLx/cAIBr6/gxM7lUJCT+abfDrbmcDi+Gf4ul+HrdBGn966CkYHOD8cjIiIMu2nD8ermYQS+uQr35+dw/cS/aNuqOU87Q716+G/rEni8sKft7p3bga7trPjGEbYyb4KNy2bgy9Mz+PDw5HdjDH9m3KrKCti5Zi79DYLeXsPHR6fo78DiFRkMhqDCLIYMBuO7DOzZDqKiojh+4TZV/P4aPwiHtiyG07svsLFoggMnrkJPpy4mDu+NVXYTYbd6D/ezg3p1wO518/Dc+SM27DoJSUlxjB3Skyp4XYfPRXhkbLnfu2D6SMyeOBj2Dg/xyd0PMtKSaNa4AUwbGlDXN4EoajdO/ovo2ETsP3EFmVnZ6NOlDY7vXI7JCzbh/rPXPH1uWjYDCUkp2Hn4AqQkJcr97p8d99HtS+kYjp+/TbcpK8lTxVVLQ/W7sjEYDEZthSmGDAbju2ioKcO27zSkpWfSdWFhIcyZNBSSEmLoPnI+Cgo4blhlRXkM6NkeSzYcoHGKRPFat3gqVez+Xref29+lm0/heOMg5kwawrO9LJ3bWODJqw/fbbNu0RRERMWh5yg7bmzkyYt3qbK4fN74bxTD5JQ0DJ26grqPy+Nnxy0nKw3L5o2wdsdxHDrtwG237/iVH/yiDAaDUXthrmQGg/Fdbj9y4iqFhI9uvvT16p3nXKWQ4OrmA3ExUapIEojljFgYr997CSUFOe5ClDLSh41l0+9+b0paBowNdFBfpy7f/aRvW6umuPXwFWSkpXi+g1j6DHS1oKGmxPOZc9cefFcp/JVxZ2fn0IQVawtTyMtK//B3ZDAYDEGAWQwZDMZ3IRa50qSmZ9DXyGje7cXKozyJM4yIgb6uJl2/cnQj335T0zj9lMfWA+dwYtcKON38D15+wXju7Iort5/R9wTiviYZxYtnjaELP1QUFaibuZjQiJgfyvuz4yYWyg27T+Ifu4n4/PQMXL/44LHjO1y+9RRxCck//B4Gg8GojTDFkMFgfJeCcixs5W2vU6cOfRWqw3FIkNI4cQlJ37TLLyj47ve+cfWATe8p6NahJdq1aoERA7piyqh+1FVN3LzF/R88dY0qjfwICoviWc/Oyf3ud/7quI+eu4lHL96ie4dWaG9jhkV/jcasiUMwdMpyuPsE/vC7GAwGo7bBFEMGg1ElBIdzlDKS7OH45nOF+khOTcfFG0/oQmL/SJaw3fQRVDEMCY+mbfLy8yvcf2WMm4zj8JnrdCFu70cX92Da2P6YvXxHpY2JwWAwqgsWY8hgMKoEYsUjbtfZk4bQ0jNlUVKU++7nFeVledZJxjGxAIqLinIVN5IZPXpQd6ipKP5y/787blIHkcRUliY4LBrpGVkQK7OdwWAwBAVmMWQwGFUCUZCWbjyIPevn48H5XbjxwJEqc6SUC8k4fvfJC8s3Hy7388+v7YfLe3d88fJHcko6mjYyRO/ONjhx4Q63zbJNh2gJmaeX99HEkpCIaKgqKcC8WUPUVVNBl2FzqmzcJBbx4uH1NPnFLzCMuph7dLSmSuqN+44V/t0YDAajJmGKIYPBqDIc7r1AdFwCZk0YjBnjBkBMVBTRsQl4+9ETF248/u5nj52/TQtVt7VuQa2E4VGx+Hf/WRpTWAxRyHqMnE/dy6RQtaKCLOITU+DhHYid/12o0nFHRsfjxv2XaG3VDIN7d6CKoX9QOKYu2oy7T5wr/N0MBoNRk7D/SmYwGAwGg8FgUFiMIYPBYDAYDAaDwhRDBoPBYDAYDAaFKYYMBoPBYDAYDApTDBkMBoPBYDAYFKYYMhgMBoPBYDAoTDFkMBgMBoPBYFCYYshgMBgMBoPBoDDFkMFgMBgMBoNBYYohg8FgMBgMBoPCFEMGg8FgMBgMBoUphgwGg8FgMBgMClMMGQwGg8FgMBgg/A+Mi9VEdcyLggAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 700x700 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = plot_multivariate_time_series_corr(corr, figsize=(7, 7))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Autocorrelation and partial autocorrelation\n",
    "\n",
    "The function `skforecast.plot.calculate_autocorrelation` calculates the autocorrelation and partial autocorrelation of a time series. The function returns a pandas DataFrame with the autocorrelation and partial autocorrelation values for different lags. Additionally, it also returns the absolute values of the autocorrelation and partial autocorrelation values, which can be useful to identify the most important lags."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>lag</th>\n",
       "      <th>partial_autocorrelation_abs</th>\n",
       "      <th>partial_autocorrelation</th>\n",
       "      <th>autocorrelation_abs</th>\n",
       "      <th>autocorrelation</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>0.758537</td>\n",
       "      <td>0.758537</td>\n",
       "      <td>0.754819</td>\n",
       "      <td>0.754819</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>12</td>\n",
       "      <td>0.669411</td>\n",
       "      <td>0.669411</td>\n",
       "      <td>0.838637</td>\n",
       "      <td>0.838637</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>13</td>\n",
       "      <td>0.635662</td>\n",
       "      <td>-0.635662</td>\n",
       "      <td>0.630189</td>\n",
       "      <td>0.630189</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>11</td>\n",
       "      <td>0.398290</td>\n",
       "      <td>0.398290</td>\n",
       "      <td>0.650629</td>\n",
       "      <td>0.650629</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>14</td>\n",
       "      <td>0.378889</td>\n",
       "      <td>-0.378889</td>\n",
       "      <td>0.437928</td>\n",
       "      <td>0.437928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>10</td>\n",
       "      <td>0.249200</td>\n",
       "      <td>0.249200</td>\n",
       "      <td>0.479473</td>\n",
       "      <td>0.479473</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>9</td>\n",
       "      <td>0.229079</td>\n",
       "      <td>0.229079</td>\n",
       "      <td>0.334505</td>\n",
       "      <td>0.334505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>16</td>\n",
       "      <td>0.196553</td>\n",
       "      <td>0.196553</td>\n",
       "      <td>0.139812</td>\n",
       "      <td>0.139812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>0.178435</td>\n",
       "      <td>0.178435</td>\n",
       "      <td>0.202611</td>\n",
       "      <td>0.202611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>7</td>\n",
       "      <td>0.133492</td>\n",
       "      <td>0.133492</td>\n",
       "      <td>0.115865</td>\n",
       "      <td>0.115865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>24</td>\n",
       "      <td>0.111123</td>\n",
       "      <td>0.111123</td>\n",
       "      <td>0.714203</td>\n",
       "      <td>0.714203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>18</td>\n",
       "      <td>0.104232</td>\n",
       "      <td>0.104232</td>\n",
       "      <td>0.023526</td>\n",
       "      <td>0.023526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>15</td>\n",
       "      <td>0.089035</td>\n",
       "      <td>-0.089035</td>\n",
       "      <td>0.276531</td>\n",
       "      <td>0.276531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>20</td>\n",
       "      <td>0.086720</td>\n",
       "      <td>0.086720</td>\n",
       "      <td>0.140834</td>\n",
       "      <td>0.140834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>4</td>\n",
       "      <td>0.086598</td>\n",
       "      <td>-0.086598</td>\n",
       "      <td>0.227902</td>\n",
       "      <td>0.227902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>6</td>\n",
       "      <td>0.068177</td>\n",
       "      <td>0.068177</td>\n",
       "      <td>0.087365</td>\n",
       "      <td>0.087365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>23</td>\n",
       "      <td>0.065784</td>\n",
       "      <td>0.065784</td>\n",
       "      <td>0.554988</td>\n",
       "      <td>0.554988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>3</td>\n",
       "      <td>0.062278</td>\n",
       "      <td>-0.062278</td>\n",
       "      <td>0.385916</td>\n",
       "      <td>0.385916</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>0.059611</td>\n",
       "      <td>-0.059611</td>\n",
       "      <td>0.050680</td>\n",
       "      <td>0.050680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2</td>\n",
       "      <td>0.028086</td>\n",
       "      <td>-0.028086</td>\n",
       "      <td>0.557929</td>\n",
       "      <td>0.557929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>22</td>\n",
       "      <td>0.025117</td>\n",
       "      <td>0.025117</td>\n",
       "      <td>0.390331</td>\n",
       "      <td>0.390331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>5</td>\n",
       "      <td>0.009320</td>\n",
       "      <td>0.009320</td>\n",
       "      <td>0.126263</td>\n",
       "      <td>0.126263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>21</td>\n",
       "      <td>0.007966</td>\n",
       "      <td>0.007966</td>\n",
       "      <td>0.259156</td>\n",
       "      <td>0.259156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>17</td>\n",
       "      <td>0.003154</td>\n",
       "      <td>0.003154</td>\n",
       "      <td>0.043142</td>\n",
       "      <td>0.043142</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    lag  partial_autocorrelation_abs  partial_autocorrelation  \\\n",
       "0     1                     0.758537                 0.758537   \n",
       "1    12                     0.669411                 0.669411   \n",
       "2    13                     0.635662                -0.635662   \n",
       "3    11                     0.398290                 0.398290   \n",
       "4    14                     0.378889                -0.378889   \n",
       "5    10                     0.249200                 0.249200   \n",
       "6     9                     0.229079                 0.229079   \n",
       "7    16                     0.196553                 0.196553   \n",
       "8     8                     0.178435                 0.178435   \n",
       "9     7                     0.133492                 0.133492   \n",
       "10   24                     0.111123                 0.111123   \n",
       "11   18                     0.104232                 0.104232   \n",
       "12   15                     0.089035                -0.089035   \n",
       "13   20                     0.086720                 0.086720   \n",
       "14    4                     0.086598                -0.086598   \n",
       "15    6                     0.068177                 0.068177   \n",
       "16   23                     0.065784                 0.065784   \n",
       "17    3                     0.062278                -0.062278   \n",
       "18   19                     0.059611                -0.059611   \n",
       "19    2                     0.028086                -0.028086   \n",
       "20   22                     0.025117                 0.025117   \n",
       "21    5                     0.009320                 0.009320   \n",
       "22   21                     0.007966                 0.007966   \n",
       "23   17                     0.003154                 0.003154   \n",
       "\n",
       "    autocorrelation_abs  autocorrelation  \n",
       "0              0.754819         0.754819  \n",
       "1              0.838637         0.838637  \n",
       "2              0.630189         0.630189  \n",
       "3              0.650629         0.650629  \n",
       "4              0.437928         0.437928  \n",
       "5              0.479473         0.479473  \n",
       "6              0.334505         0.334505  \n",
       "7              0.139812         0.139812  \n",
       "8              0.202611         0.202611  \n",
       "9              0.115865         0.115865  \n",
       "10             0.714203         0.714203  \n",
       "11             0.023526         0.023526  \n",
       "12             0.276531         0.276531  \n",
       "13             0.140834         0.140834  \n",
       "14             0.227902         0.227902  \n",
       "15             0.087365         0.087365  \n",
       "16             0.554988         0.554988  \n",
       "17             0.385916         0.385916  \n",
       "18             0.050680         0.050680  \n",
       "19             0.557929         0.557929  \n",
       "20             0.390331         0.390331  \n",
       "21             0.126263         0.126263  \n",
       "22             0.259156         0.259156  \n",
       "23             0.043142         0.043142  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = fetch_dataset(name=\"h2o\", verbose=False)['x']\n",
    "calculate_lag_autocorrelation(data=data, n_lags=24)"
   ]
  }
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